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Dynamical nuclear spin polarization in a quantum dot with an electron spin driven by electric dipole spin resonance

Peter Stano1,2    Takashi Nakajima1    Akito Noiri1    Seigo Tarucha1,3    Daniel Loss1,3,4 1Center for Emergent Matter Science, RIKEN, 2-1 Hirosawa, Wako-shi, Saitama 351-0198, Japan 2Institute of Physics, Slovak Academy of Sciences, 845 11 Bratislava, Slovakia 3RIKEN Center for Quantum Computing, 2-1 Hirosawa, Wako, Saitama, 351-0198 Japan 4Department of Physics, University of Basel, Klingelbergstrasse 82, CH-4056 Basel, Switzerland
(February 19, 2025)
Abstract

We analyze the polarization of nuclear spins in a quantum dot induced by a single-electron spin that is electrically driven to perform coherent Rabi oscillations. We derive the associated nuclear-spin polarization rate and analyze its dependence on the accessible control parameters, especially the detuning of the driving frequency from the electron Larmor frequency. The arising nuclear-spin polarization is related to the Hartmann-Hahn effect known from the NMR literature with two important differences. First, in quantum dots one typically uses a micromagnet, leading to a small deflection of the quantization axes of the electron and nuclear spins. Second, the electric driving wiggles the electron with respect to the atomic lattice. The two effects, absent in the traditional Hartmann-Hahn scenario, give rise to two mechanisms of nuclear-spin polarization in gated quantum dots. The arising nuclear-spin polarization is a resonance phenomenon, achieving maximal efficiency at the resonance of the electron Rabi and nuclear Larmor frequency (typically a few or a few tens of MHz). As a function of the driving frequency, the polarization rate can develop sharp peaks and reach large values at them. Since the nuclear polarization is experimentally detected as changes of the electron Larmor frequency, we often convert the former to the latter in our formulas and figures. In these units, the polarization can reach hundreds of MHz/s in GaAs quantum dots and at least tens of kHz/s in Si quantum dots. We analyze possibilities to exploit the resonant polarization effects for achieving large nuclear polarization and for stabilizing the Overhauser field through feedback.

I Introduction

Spin qubits in semiconducting quantum dots [1] are pursued as promising qubit hosts [2, 3]. The advantage of semiconducting spin qubits is that they can be controlled electrically. For example, single-qubit gates exploit electric dipole spin resonance (EDSR) where an oscillating electric field drives spin rotations through either the material spin-orbit interaction [4, 5], or a designed micromagnet [6, 7]. The manipulation thus proceeds by applying a resonant radio-frequency (rf) field through local gates instead of a global field typical for electron spin resonance (ESR) experiments.

Since the first experiments with gated spin qubits, it has been routinely observed that some form of nuclear spin polarization often accompanies electrical manipulation [8, 9] including a resonant driving [10, 5]. Since in semiconductors nuclear spins have a strong impact on spin qubits, limiting their lifetime and coherence [11, 12, 13, 14, 15, 16], a lot of research went into understanding the electron-nuclear spin interactions (see, for example, the reviews in Refs. [17, 18, 19, 20] and the references therein). A possible control of nuclear spins through the arising nuclear polarization received particular attention [13, 21, 22, 23, 24, 25]. While a certain degree of control was demonstrated [26, 27, 28], overall it remained limited [29, 30, 31, 32] and the large nuclear noise persists as the major issue of III-V materials to be dealt with [33, 34, 35, 36].111Nuclear spins are one of the main reasons to switch from element–III-V to element-IV quantum dots. However, even here nuclear spins might still remain as a performance limit of spin qubits made with electrons [37, 38] as well as holes [39].222Since our focus is on gated semiconducting dots manipulated electrically, we will make only sporadic comments to works on self-assembled dots accessed optically, where the nuclear-spin-control program continues unabated [40, 41, 42, 43, 44].

We revisit here the nuclear spin polarization induced by an EDSR-driven and coherently precessing electron spin in an isolated quantum dot. We consider the coherent regime with the electron spin Rabi frequency large compared to the relevant decay times, either the electron lifetime in the dot or its spin Rabi decay time. This regime of well-defined Rabi rotations (or strong driving) is the essential difference to previous works on this topic [45, 22, 46] which implicitly or explicitly considered the limit of weak driving.333See especially Footnote [18] in Ref. [45]

The physics’ essence is closely related to the Hartmann-Hahn resonance [47], well known from nuclear magnetic resonance (NMR): dynamical nuclear spin polarization (DNSP)444In line with the literature on spin qubits, we will use the name ‘dynamical nuclear spin polarization’ (DNSP) rather than the ‘dynamical nuclear polarization’ (DNP) used in the NMR community. arises when the Rabi frequency of the driven electron is equal to the Larmor frequency of nuclear spins.555Since the effect exists in several flavors, it might be useful to mention further names that are used: The original work, Ref. [47], considered two different nuclear species, both of which are driven. The spin ‘cross-polarization’ then arises when their Rabi frequencies are equal, a condition called also ‘double resonance’ [48]. Ref. [49] coined the acronym ‘NOVEL’ for the variant where one of the spins is electronic, being driven, and the other is nuclear, not driven. This is the situation we consider in a quantum dot. However, important differences preclude using the existing NMR results: (1) since the electron-spin driving is electrical, the electron shifts in space with respect to the atomic lattice; (2) there is often a micromagnet gradient giving dispersion to nuclear Larmor frequencies and spin quantization axes; and (3) unlike the dipole-dipole interaction relevant in NMR, the electron-hyperfine spin-spin interaction is isotropic, preserving the total spin. As an illustration of the difference, if the electron is driven purely magnetically (ESR) and the spin quantization axes of all nuclei and as well as the electron are collinear, the DNSP effects that we describe would not be present.666However, we reason that such a highly idealized situation does not describe realistic experiments even if they do not employ micromagnets. The DNSP arises, and our formulas apply also in this scenario; see Sec. V for details.

The paper focuses on a detailed derivation of the DNSP rate, but it also contains measured data on it (Fig. 1). The derivation is presented in Secs. IIIV with auxiliaries delegated to Appendixes AL. The main result is the polarization rate given in Eq. (47a). It is derived for a generic material (we present theory plots for GaAs and Si), the electron spin 1/2,777The formula covers also the case of a hole spin, if the hole-spin–nuclear-spin interaction tensor is known. We discuss the hole-spin scenario in Appendix I. and nuclear spins of arbitrary magnitude and isotopic composition. The effects that we describe here are resonance phenomena and very sharp resonance peaks result in the theory if applied naively. When fitting experimental results, one needs to account for additional ‘smearing’ effects as discussed in Sec. V. In Sec. VI, we analyze the dependence of the polarization rate on the detuning from the resonance to implement feedback to control the nuclei, similarly to previous works along this line [45, 22, 46, 27, 28, 50].

We uncover two mechanisms of the DNSP: the first is due to the electron spatial displacement due to the electric field, the second due to the misalignment of the quantization axes for the electron and the nuclei induced by the micromagnet magnetic-field gradient. The two mechanisms coexist and interfere, making the polarization-rate dependence on parameters involved. Nevertheless, in GaAs with the Hartmann-Hahn resonance condition fulfilled, the polarization rate can reach hundreds of MHz per second (we convert the nuclear polarization to the change of the electron precession frequency due to the induced Overhauser field).

An important question is whether one expects sizable DNSP in natural Si. While the rates are orders of magnitude smaller than in GaAs, the effect might be observable because of longer spin coherence times in Si. We estimate that the rates can reach tens of kHz/s, and even more in smaller dots. On the other hand, our estimates given in Sec. VI.3 suggest that, unlike in GaAs, the arising DNSP does not appreciably affect gate fidelities in Si.

Concerning the experiment, the measurements were performed by driving a single electron spin in a double dot GaAs sample with a micromagnet using the Pauli spin blockade as the spin detection. While we find the qualitative correspondence to the theory satisfactory, the measured data are noisy and do not show clear resonance peaks. We believe that this is because of strong feedback: the polarized nuclear spins change the DNSP rate by changing the EDSR resonance frequency. It is only through compensating for this effect in the experiment (that is, readjusting the driving frequency to the actual value of the hyperfine field) that polarization rates could have been measured. The compensation precision is limited and, therefore, the correspondence of the theory and measurements is only qualitative concerning the shape of the curve for the DNSP rate. On the other hand, the magnitude of the observed rate aligns with the theory almost without any fitting, using the material constants and parameters of the dot obtained independently.

Refer to caption
Figure 1: DNSP in a GaAs quantum dot. The measured data (points) show the polarization rate observed in an EDSR-driven single-electron quantum dot. The three color curves plot Eq. (47) for the three isotopes of GaAs as given in the plot legend. The following parameters were used in the evaluation of the theory expressions: external field B=1B=1 T, Rabi frequency at resonance 6.5 MHz, pulse time Tpulse=1T_{\mathrm{pulse}}=1 μ\mus, cycle time Tcycle=20T_{\mathrm{cycle}}=20 μ\mus, dot displacement d=0.5d=0.5 nm, dot in-plane size l=34l=34 nm, dot out-of-plane size lz=10l_{z}=10 nm, longitudinal magnetic field gradient ||B=1\nabla_{||}B=1 T/μ\mum, and transverse magnetic field gradient B=0.3\nabla_{\perp}B=0.3 T/μ\mum. Finally, we used energy density GΣG_{\Sigma} with a Lorenzian profile and included an additional smearing of 2π×2502\pi\times 250 kHz according to the discussion in Sec. V. For better comparison to the data, the theoretically calculated rates were multiplied by 1/2.

II Electron spin coupled to ensemble of nuclear spins

We consider an electron confined in a quantum dot interacting with nuclear spins of the atoms of the semiconducting host. We now list the elements of the problem.

II.1 Quantum dot

On top of a homogeneous field of a solenoid coil, a micromagnet fabricated nearby the quantum dot adds an inhomogeneous component, together resulting in a spatially dependent magnetic field 𝐁(x,y,z)\mathbf{B}(x,y,z). For the DNSP rates studied here, one can neglect the spin-orbit effects (both from the intrinsic spin-orbit interactions and from the magnetic field inhomogeneity) on the electron wave function and take it as separable to the spin part and the orbital part. We take the latter as

Ψ(𝐫,z)=1πlexp[(𝐫𝐫0)2/2l2]ψ(z).\Psi(\mathbf{r},z)=\frac{1}{\sqrt{\pi}l}\exp[-(\mathbf{r}-\mathbf{r}_{0})^{2}/2l^{2}]\psi(z). (1)

The Gaussian form in the in-plane (the 2DEG plane) coordinates (x,y)𝐫(x,y)\equiv\mathbf{r} corresponds to harmonic confinement with the scale ll and the minimum at 𝐫0\mathbf{r}_{0}. Together with the effective mass mm, the length scale ll defines the in-plane orbital energy 2/ml2\hbar^{2}/ml^{2}. The wave-function profile along the coordinate zz (out-of-plane), ψ(z)\psi(z), will not be important and is left unspecified except of assigning it a corresponding length scale lzl_{z}. With that, we define the quantum dot effective volume VD=2πl2lzV_{D}=2\pi l^{2}l_{z} and the effective number of nuclei within the quantum dot Ntot=VD/v0N_{\mathrm{tot}}=V_{D}/v_{0} (see Appendix A for the definition of VDV_{D} and the definition motivation). Here v0=a03/8v_{0}=a_{0}^{3}/8 is the volume per atom in a zinc-blende or diamond lattice. NtotN_{\mathrm{tot}} counts all atomic nuclei, irrespective of their spin. The spin depends on the isotope. Introducing the isotope fractions ϕi\phi_{i}, the number of atoms of isotope ii in the dot is Ni=ϕiNtotN_{i}=\phi_{i}N_{\mathrm{tot}}. The total number of spin-carrying nuclei is large, up to a million in a typical GaAs gated dot and ten thousand in a Si dot with natural isotopic concentrations.

II.2 Nuclei

Concerning atoms, we need to distinguish different isotopes as they differ in their nuclear-spin characteristics. We use the following notation. The atoms within the quantum dot are indexed by subscript nn. When the individual position of the nucleus is not relevant, we trade the individual index nn for the isotope index ii. (The latter is a function of the former, i=i(n)i=i(n), but we omit the argument for notational clarity.) In GaAs i{69Ga,71Ga,75As}i\in\{^{69}\mathrm{Ga},^{71}\mathrm{Ga},^{75}\mathrm{As}\}, while nn is an integer going from one to about a million. A quantity XX specified for a given nucleus then reads XnX_{n} or XiX_{i}. For notational clarity, we sometimes omit the nuclear index on the spin operator entirely, 𝐈n\mathbf{I}_{n} or 𝐈i\mathbf{I}_{i} \to 𝐈\mathbf{I}. There are also quantities that are defined only with the isotope index ii, for example, the material isotopic fractions ϕi\phi_{i}.

The nuclear spin is coupled to the magnetic field through the Zeeman term,

HnZ=gnμN𝐁n𝐈n.H_{n}^{Z}=-g_{n}\mu_{N}\mathbf{B}_{n}\cdot\mathbf{I}_{n}. (2)

Here, gng_{n} is the nuclear gg factor, μN\mu_{N} is the nuclear magneton, InI_{n} is the nuclear spin magnitude (not necessarily 1/2), and 𝐈n\mathbf{I}_{n} is the vector of nuclear spin operators. Among these, the gg factor and spin magnitude depend only on the isotope, so that the atom index nn could be traded for the isotope index ii. Importantly, the magnetic field 𝐁n=𝐁(xn,yn,zn)\mathbf{B}_{n}=\mathbf{B}(x_{n},y_{n},z_{n}) depends on the location of the atom because of the micromagnet induced gradients. They are parameterized by 𝐁\nabla\mathbf{B}, a second-rank tensor defined by (𝐁)ij=iBj(\nabla\mathbf{B})_{ij}=\nabla_{i}B_{j}. While the gradients are small, l|𝐁|Bl|\nabla\mathbf{B}|\ll B, taking them into account is crucial for one of the DNSP mechanisms. Finally, we define the unit vector 𝐳n\mathbf{z}_{n} pointing along sgn(gn)𝐁n\mathrm{sgn}(g_{n})\mathbf{B}_{n}, being the direction of the nuclear spin in the ground state of HnZH_{n}^{Z}. With that, we rewrite Eq. (2) as

HnZ=ωn𝐈n𝐳n,H_{n}^{Z}=-\hbar\omega_{n}\mathbf{I}_{n}\cdot\mathbf{z}_{n}, (3)

where the angular Larmor frequency ωn\omega_{n} is positive independently on the sign of the gg factor, a form that will be useful in the derivations below.

II.3 Electron and its hyperfine interaction with nuclei

The DNSP arises due to a coupling of the electron and nuclear spins. It takes the form of the Fermi-contact, or hyperfine, interaction,

Hhf=nAnv0|Ψ(𝐫n,zn)|2𝐈n𝐬.H_{\mathrm{hf}}=\sum_{n}A_{n}v_{0}|\Psi(\mathbf{r}_{n},z_{n})|^{2}\mathbf{I}_{n}\cdot\mathbf{s}. (4)

Here, AnA_{n} is an isotope-dependent constant, and 𝐬\mathbf{s} is the vector of electron spin operators. We consider a spin one-half, s=1/2s=1/2, and use the spin operator 𝐬=𝝈/2\mathbf{s}=\boldsymbol{\sigma}/2 with 𝝈\boldsymbol{\sigma} the Pauli sigma matrices. Once the electron orbital degrees of freedom have been separated and specified by Eq. (1), the spin is the remaining degree of freedom. It is described by the Hamiltonian

HeZ=geμB𝐁e𝐬,H_{e}^{Z}=g_{e}\mu_{B}\mathbf{B}_{e}\cdot\mathbf{s}, (5)

where geg_{e} is the gg factor and μB\mu_{B} is the Bohr magneton. Equation (5) is the analog of Eq. (2) (the overall sign is opposite due to the opposite electric charge), but there are differences concerning the field 𝐁e\mathbf{B}_{e}. Namely, in the lowest approximation that we adopted by Eq (1), it is a sum of two contributions. The first is the spatial average of the magnetic field within the quantum dot,

𝐁=|Ψ(𝐫,z)|2𝐁(𝐫,z)d𝐫dz.\langle\mathbf{B}\rangle=\int|\Psi(\mathbf{r},z)|^{2}\mathbf{B}(\mathbf{r},z)\,\mathrm{d}\mathbf{r}\,\mathrm{d}z. (6)

The second is the statistical average of Eq. (4), the Overhauser field, which we specify introducing polarizations pnp_{n},

𝐈n=pnIn𝐳n.\langle\mathbf{I}_{n}\rangle=p_{n}I_{n}\mathbf{z}_{n}. (7)

To make progress, we adopt further approximations. The goal of this paper is to calculate the nuclear spin polarization pnp_{n}, or its rate of change, the DNSP rate. However, we are not interested in polarizations of individual atoms, which are not observable anyway, but rather in their collective effect on the electron spin. Therefore, we assign all atoms of a given isotope the same polarization

pnpi,p_{n}\to p_{i}, (8)

drastically reducing the set of unknowns. Compared to this approximation, in reality the nuclei in the center of the dot will be polarized more and on the outskirts less. In the derivations below, we repeatedly average over the nuclei (or over the dot coordinates) in this spirit. The second approximation is to neglect the deflection of the Overhauser field from the average external field concerning the electron Zeeman energy. This deflection is a higher-order effect (in the magnetic field gradients) and neglecting it is in line with using Eq. (1). We thus write the electron Zeeman term

HeZ=ωe𝐬𝐳e,H_{e}^{Z}=-\hbar\omega_{e}\mathbf{s}\cdot\mathbf{z}_{e}, (9)

with 𝐳e\mathbf{z}_{e} a unit vector along sgn(ge)𝐁-\mathrm{sgn}(g_{e})\langle\mathbf{B}\rangle and the positive Zeeman energy

ωe=|geμB𝐁|+isgn(ge)piϕiIi|Ai|.\hbar\omega_{e}=|g_{e}\mu_{B}\langle\mathbf{B}\rangle|+\sum_{i}\mathrm{sgn}(g_{e})p_{i}\phi_{i}I_{i}|A_{i}|. (10)

To arrive at this form, we assumed that the polarizations are small, so that the magnitude of the first term is bigger than the second (see Appendix B for the derivation).

II.4 EDSR

The last basic element is the EDSR driving. Applying an oscillating electric field 𝐄(t)=𝐄0cos(ωrftϕrf)\mathbf{E}(t)=\mathbf{E}_{0}\cos(\omega_{\mathrm{rf}}t-\phi_{\mathrm{rf}}) drives the electron in space. The micromagnet-field gradients result in an effective oscillating magnetic field. Since the driving frequency is small compared to the electron orbital confinement energy, ωrf2/ml2\hbar\omega_{\mathrm{rf}}\ll\hbar^{2}/ml^{2}, the drive is adiabatic with respect to the electron orbital degrees of freedom and results in a time-dependent displacement of the dot center 𝐫0\mathbf{r}_{0} by

𝐝(t)=e𝐄(t)l22/ml2.\mathbf{d}(t)=\frac{e\mathbf{E}(t)l^{2}}{\hbar^{2}/ml^{2}}. (11)

The EDSR drive can thus be taken into account by using Eq. (1) with a time-dependent center, 𝐫0𝐫0+𝐝(t)\mathbf{r}_{0}\to\mathbf{r}_{0}+\mathbf{d}(t), in Eqs. (4) and (6). The replacement in Eq. (4) will lead to one of the DNSP mechanisms (as we will see below), while in Eq. (6), it gives an effective oscillating magnetic field

𝐁rf(t)=(𝐝(t)𝐫0)𝐁.\mathbf{B}_{\mathrm{rf}}(t)=(\mathbf{d}(t)\cdot\nabla_{\mathbf{r}_{0}})\langle\mathbf{B}\rangle. (12)

The component of 𝐁rf(t)\mathbf{B}_{\mathrm{rf}}(t) perpendicular to the average field 𝐁e\mathbf{B}_{e} is denoted as

geμB[𝐁rf(t)]2ωRR𝐛cos(ωrftϕrf).-g_{e}\mu_{B}\left[\mathbf{B}_{\mathrm{rf}}(t)\right]_{\perp}\equiv-2\hbar\omega_{RR}\mathbf{b}\cos(\omega_{\mathrm{rf}}t-\phi_{\mathrm{rf}}). (13)

The equation defines the unit vector 𝐛\mathbf{b} and the Rabi angular frequency at resonance ωRR\omega_{RR}. The Rabi oscillations of the electron due to this term, induced by the electric field, are called EDSR.

All quantities that were defined in this section and will be used in the following are collected for reference in Table L in Appendix L.

III Electron-nuclear spin pair

We consider DNSP arising in the following repeated experiment. The electron spin is initialized to the ground state of HZeH_{Z}^{e} (using the electron reservoir, not nuclei), and then EDSR driven for a fixed time, of order microseconds, at a fixed detuning ωΔ=ωrfωe\omega_{\Delta}=\omega_{\mathrm{rf}}-\omega_{e} of order tens of 2π2\pi ×\times MHz. Reference [51] gives a detailed description of these steps and their implementation.888The regularity of re-initalization of the electron spin is crucial for auto-focusing in experiments such as Ref. [52]. On the other hand, assuming random re-initialization times was important for the description in Ref. [53]. In our model, the (ir)regularity of the moments at which the electron spin is initialized is irrelevant (although it matters into what state the electron spin is initialized): The DNSP is happening continuously during the electron Rabi precession.

We derive the polarizations pip_{i} and the corresponding rates

Γi=tpi,\Gamma_{i}=\partial_{t}p_{i}, (14)

proceeding in two steps: First, we consider an isolated nucleus nn, of the isotope ii, in contact with a driven electron. We solve for its dynamics. Second, we average the arising polarization rate over the dot, in line with Eq. (8). Considering the nuclei polarization rates as independent is a good approximation as long as only a small fraction of the electron spin is transferred to the nuclear ensemble over one experimental cycle (after which the electron is reinitialized).999Reference [54] went beyond the approximation of independent rates and considered the electron spin being dissipated into the nuclear ensemble as a whole. This condition is well fulfilled in all our numerical examples and plots.

The restriction to a single nucleus allows us to simplify the notation. We introduce a shorthand notation for the hyperfine coupling (the Knight field) as

Jn(t)=Anv0|Ψn(t)|2,J_{n}(t)=A_{n}v_{0}|\Psi_{n}(t)|^{2}, (15)

where we denoted the time dependence explicitly. The Hamiltonian for the electron-nuclear pair is

H=ωn𝐈𝐳nωe𝐬𝐳e2ωRR𝐬𝐛cos(ωrftϕrf)+Jn(t)δ𝐈𝐬.\begin{split}H=&-\hbar\omega_{n}\mathbf{I}\cdot\mathbf{z}_{n}-\hbar\omega_{e}\mathbf{s}\cdot\mathbf{z}_{e}\\ &-2\hbar\omega_{RR}\mathbf{s}\cdot\mathbf{b}\cos(\omega_{\mathrm{rf}}t-\phi_{\mathrm{rf}})+J_{n}(t)\delta\mathbf{I}\cdot\mathbf{s}.\end{split} (16)

The first two terms are the Zeeman energies, Eqs. (2) and (5), the third is the EDSR-driving term, Eq. (13), and the last is the hyperfine coupling, originating from Eq. (4). In this term, we subtracted the statistical average, defining δ𝐈=𝐈𝐈\delta\mathbf{I}=\mathbf{I}-\langle\mathbf{I}\rangle, since the average has been included in ωe\omega_{e}. For further convenience, all frequencies in the above equation are defined as positive. Inverting a sign, for example of a gg-factor, would be reflected by inverting the corresponding unit vector 𝐳\mathbf{z}.101010We find that while the gg-factor signs are not entirely irrelevant as they show up in the formulas below, they do not lead to qualitative differences. Rather, inverting a gg-factor maps the problem to an equally relevant scenario for all questions that we consider. See especially Sec. VI. While the hyperfine coupling JnJ_{n} is signed, neither the DNSP rate nor the feedback through Eq. (10) will depend on the sign.

IV Polarization rate

We now proceed with the derivation of the polarization rate using Eq. (16). As already noted, the calculation is related to some results of the NMR and molecular-chemistry literature [55, 56, 54, 57]. Nevertheless, there are important differences, which we point out on the way.

IV.1 The origin of the DNSP

The first step is to gauge away the time-dependent driving, transforming to a rotating reference frame, Ψ=UΨ\Psi^{\prime}=U\Psi. It is useful to transform both the electron and nuclear spins, with the following unitary,

U(t)=exp(i𝐬𝐳eωrft)exp(i𝐈𝐳nωrft).U(t)=\exp(-i\mathbf{s}\cdot\mathbf{z}_{e}\omega_{\mathrm{rf}}t)\exp(-i\mathbf{I}\cdot\mathbf{z}_{n}\omega_{\mathrm{rf}}t). (17)

Adopting the rotating-wave approximation in the third term of Eq. (16) gives the transformed Hamiltonian

H=(ωnωrf)𝐈𝐳n(ωeωrf)𝐬𝐳eωRR𝐬𝐲e+δ𝐈Jn(t)𝐬.\begin{split}H^{\prime}=&-(\hbar\omega_{n}-\hbar\omega_{\mathrm{rf}})\mathbf{I}\cdot\mathbf{z}_{n}-(\hbar\omega_{e}-\hbar\omega_{\mathrm{rf}})\mathbf{s}\cdot\mathbf{z}_{e}\\ &-\hbar\omega_{RR}\,\mathbf{s}\cdot{\mathbf{y}_{e}}+\delta\mathbf{I}\cdot J_{n}^{\prime}(t)\cdot\mathbf{s}.\end{split} (18)

We have defined 𝐲e{\mathbf{y}_{e}} as the vector 𝐛\mathbf{b} rotated by angle ϕrf\phi_{\mathrm{rf}} around axis 𝐳e\mathbf{z}_{e}, and the transformed hyperfine tensor by the relation

U(t)Jn(t)δ𝐈𝐬U(t)=ij[Jn(t)]ijδIisj.U(t)J_{n}(t)\,\delta\mathbf{I}\cdot\mathbf{s}\,U(t)^{\dagger}=\sum_{ij}[J_{n}^{\prime}(t)]_{ij}\delta I_{i}s_{j}. (19)

Here, the differences to the existing derivations can be appreciated. First, were the quantization axes of the electron and the nucleus parallel, which would be the case for a magnetic field constant in space, the transformation UU would commute with the spin-spin interaction

[Jn(t)]ij=Jn(t)δij,[J^{\prime}_{n}(t)]_{ij}=J_{n}(t)\delta_{ij}, (20)

This result arises because the hyperfine interaction Eq. (4) conserves the total (electron plus nuclear) spin. In this case, the transformation into the rotating frame does not generate time-dependent terms. In our problem, the Knight field JnJ_{n} is still time-dependent due to the spatial displacement of the electron, making the wave function modulus |Ψn|2|\Psi_{n}|^{2} in Eq. (15) time-dependent. This additional time dependence is the second difference to the existing results. For a typical NMR scenario with two nuclei in the lattice of a crystal or in a molecule, their mutual interaction in the laboratory frame is constant. That would here correspond to an ESR[58] (and not EDSR) driving of the electron, by which the transformed hyperfine tensor would become not only diagonal in spin indexes but also time-independent

[Jn(t)]ij=Jn(0)δij,[J_{n}^{\prime}(t)]_{ij}=J_{n}(0)\delta_{ij}, (21)

Under such conditions, the transformed Hamiltonian in Eq. (18) would be time-independent and no DNSP effects would arise.111111On the other hand, both ESR [10] and EDSR [5] experiments in a gated quantum dot showed signatures of DNSP. In the former, an oscillating electric field probably accompanied the desired oscillating magnetic field.

Since in the NMR scenarios the laboratory frame JnJ_{n} is time-independent, a finite DNSP requires either ‘nonsecular’ terms in the exchange tensor, such as IxszI_{x}s_{z},[49, 55, 54, 57] or Rabi-driving also the nuclear spin [56], where the ‘secular’ exchange term IzszI_{z}s_{z} allows for spin flips (as in the standard Hartmann-Hahn scenario [47]).

Concluding, there are two sources of the time dependence of the transformed hyperfine tensor JnJ^{\prime}_{n}. One is the noncollinearity of the spin quantization directions and is due to the micromagnet-induced magnetic field gradients. The second is due to the time-dependent spatial oscillations of the electron induced by the EDSR drive. We refer to the two sources as the two mechanisms of the DNSP. Neither is present in the standard NMR scenario, while at least one is necessary for a finite DNSP in a quantum dot in the coherent regime of EDSR.

IV.2 Identification of the secondary resonance

Refer to caption
Figure 2: Angles and directions relevant for EDSR. The electron ground-state spin direction 𝐳e\mathbf{z}_{e} is along or opposite to the magnetic field 𝐁e\mathbf{B}_{e}, depending on the electron gg-factor sign. In the frame rotating with the electron Larmor frequency, the EDSR field is along the vector 𝐨e{\mathbf{o}_{e}} and makes an angle π/2γ\pi/2-\gamma with the axis of the precession. For the nuclear ground-state spin direction 𝐳n\mathbf{z}_{n}, apart from relating to the magnetic field by the gg factor, it also changes with the position within the dot due to the micromagnet. The rotation R𝐳e𝐳nR_{\mathbf{z}_{e}\to\mathbf{z}_{n}} that rotates the axis 𝐳e\mathbf{z}_{e} into the axis 𝐳n\mathbf{z}_{n} is parameterized by two Euler angles: δ\delta^{\prime} for the initial rotation around 𝐳𝐞\mathbf{z_{e}}, and δ\delta for the final rotation around the rotated axis 𝐲e{\mathbf{y}_{e}}^{\prime}.

After explaining the physical origins of the effects and their differences from the Hartmann-Hahn scenario of NMR, we now proceed with straightforward manipulations of Eq. (18). The technical reason for employing the transformation UU was to move all time-dependence into the last term of HH^{\prime}. Since it is the smallest term, it can be treated perturbatively. To this end, we first diagonalize the unperturbed part by introducing the following unit vectors and angles:

𝐲e\displaystyle{\mathbf{y}_{e}} =R𝐳e,ϕrf𝐛,\displaystyle=R_{\mathbf{z}_{e},\phi_{\mathrm{rf}}}\cdot\mathbf{b}, (22a)
𝐱e\displaystyle{\mathbf{x}_{e}} =𝐲e×𝐳e,\displaystyle={\mathbf{y}_{e}}\times\mathbf{z}_{e}, (22b)
𝐨e\displaystyle{\mathbf{o}_{e}} =𝐳esinγ+𝐲ecosγ,\displaystyle=\mathbf{z}_{e}\sin\gamma+{\mathbf{y}_{e}}\cos\gamma, (22c)
sinγ\displaystyle\sin\gamma =ωΔωR,\displaystyle=-\frac{\omega_{\Delta}}{\omega_{R}}, (22d)
cosγ\displaystyle\cos\gamma =ωRRωR.\displaystyle=\frac{\omega_{RR}}{\omega_{R}}. (22e)

Also, ωR=ωRR2+ωΔ2\omega_{R}=\sqrt{\omega_{RR}^{2}+\omega_{\Delta}^{2}} is the (positive) Rabi frequency and R𝐧,αR_{\mathbf{n},\alpha} is a 3×33\times 3 matrix corresponding to a rotation around vector 𝐧\mathbf{n} by angle α\alpha. The axes and angles are shown in Fig. 2. The Hamiltonian becomes

H=(ωnωrf)𝐈𝐳nωR𝐬𝐨e+δ𝐈Jn(t)𝐬.H^{\prime}=-(\hbar\omega_{n}-\hbar\omega_{\mathrm{rf}})\mathbf{I}\cdot\mathbf{z}_{n}-\hbar\omega_{R}\mathbf{s}\cdot{\mathbf{o}_{e}}+\delta\mathbf{I}\cdot J_{n}^{\prime}(t)\cdot\mathbf{s}. (23)

The unperturbed part of the Hamiltonian (the first two terms) has eigenstates with the nuclear and electron spins parallel or antiparallel to the vectors 𝐳n\mathbf{z}_{n} and 𝐨e{\mathbf{o}_{e}}. We denote them as |sj|sj\rangle,

H(Jn=0)|sj=Esj|sj,H^{\prime}(J^{\prime}_{n}=0)|sj\rangle=E_{sj}|sj\rangle, (24)

where ss and jj denote the spin eigenvalues: s{+1/2,1/2}s\in\{+1/2,-1/2\} and j{+I,+I1,,I}j\in\{+I,+I-1,\ldots,-I\} with a general integer or half-integer value for II. The corresponding energy is 121212Concerning unperturbed energies, we thus include only the collective Overhauser field from all nuclei acting on the electron [entering into ωR\hbar\omega_{R} through Eq. (10)] and neglect the Overhauser field and the Knight field stemming from the last term in Eq. (23). Reference [56] deals with the scenario where the diagonal part of the hyperfine interaction is strong and needs to be included in the unperturbed energies.

Esj=(ωnωrf)jωRs,E_{sj}=-(\hbar\omega_{n}-\hbar\omega_{\mathrm{rf}})j-\hbar\omega_{R}s, (25)

The energy difference between a pair of eigenstates is

EsjEsj=(ωnωrf)(jj)+ωR(ss).E_{sj}-E_{s^{\prime}j^{\prime}}=(\hbar\omega_{n}-\hbar\omega_{\mathrm{rf}})(j^{\prime}-j)+\hbar\omega_{R}(s^{\prime}-s). (26)

The DNSP (and the Hartmann-Hahn effect) arises if a pair of these eigenstates is Rabi-driven through the time-dependent term in Eq. (23) on resonance with the energy difference Eq. (26).131313In contrast, in Refs. [22, 46] the energy mismatch is assumed to be compensated by an additional agent, such as an applied source-drain voltage. In Ref. [45] (Ref. [59]), it is the finite linewidth of the electron (hole) spin. Since we are interested in transitions that change the nuclear spin, jjj^{\prime}\neq j, the large energy difference ωrf\hbar\omega_{\mathrm{rf}} must be compensated by a time-dependent term oscillating at a similar frequency. The matrix elements of JnJ_{n}^{\prime} are polynomial functions of exponentials exp(±iωrft)\exp(\pm i\omega_{\mathrm{rf}}t) and, therefore, contain only integer multiples of ωrf\omega_{\mathrm{rf}} as frequencies. The integer one multiple can compensate the driving frequency in Eq. (26) and what remains is141414This step can be understood as going into a rotating frame effectively undoing the rotation due to the second term of Eq. (17). We include an alternative derivation of the polarization rate using such a frame in Appendix K, see Eq. (158).

ωn(jj)+ωR(ss).\hbar\omega_{n}(j^{\prime}-j)+\hbar\omega_{R}(s^{\prime}-s).

This difference can become zero only if the electron also flips, s=ss=-s^{\prime}, and we get that a quasi-resonant pair fulfills

s+j=s+j.s+j=s^{\prime}+j^{\prime}. (27)

Concluding, the only states that can become quasi-resonant are (we explicitly denote the spin quantization directions in subscripts as a reminder)

|s𝐨e=1/2,j𝐳n|s𝐨e=1/2,(j+1)𝐳n,|s_{{\mathbf{o}_{e}}}=1/2,j_{\mathbf{z}_{n}}\rangle\leftrightarrow|s_{{\mathbf{o}_{e}}}=-1/2,(j+1)_{\mathbf{z}_{n}}\rangle, (28)

and that happens if the Hartmann-Hahn-like condition,

ωnωR,\hbar\omega_{n}\approx\hbar\omega_{R}, (29)

is fulfilled.

IV.3 Secondary Rabi oscillations

We depict the result of the preceding analysis by the following Hamiltonian for the electron-nuclear spin pair,

EEYYEE).\left(\begin{tabular}[]{c|cccc}$H_{s^{\prime}j^{\prime},sj}$&$\uparrow\uparrow$&$\uparrow\downarrow$&$\downarrow\uparrow$&$\downarrow\downarrow$\\ \hline\cr$\uparrow\uparrow$&$E_{\uparrow\uparrow}$&$\cdot$&$\cdot$&$\cdot$\\ $\uparrow\downarrow$&$\cdot$&$E_{\uparrow\downarrow}$&$Y^{\dagger}$&$\cdot$\\ $\downarrow\uparrow$&$\cdot$&$Y$&$E_{\downarrow\uparrow}$&$\cdot$\\ $\downarrow\downarrow$&$\cdot$&$\cdot$&$\cdot$&$E_{\uparrow\uparrow}$\\ \end{tabular}\right).
( Hsj,sj (30)

We have used a pictorial notation for the spin states, \uparrow and \downarrow for the electron states +1/2+1/2 and 1/2-1/2, and for nuclear states j+1j+1 and jj. In addition to the state energies, given by Eq. (25), one needs only one matrix element,

Y=|δ𝐈Jn(t)𝐬||I+s|X+X,Y=\langle\downarrow\uparrow|\delta\mathbf{I}\cdot J_{n}^{\prime}(t)\cdot\mathbf{s}|\uparrow\downarrow\rangle\equiv\langle\downarrow\uparrow|I_{+}s_{-}|\uparrow\downarrow\rangle X\equiv\mathcal{I}_{+}X, (31)

for the only pair of states that might become quasi-resonant. Here, we have introduced the spin ladder operators s±=sx±isys_{\pm}=s_{x}\pm is_{y} and I±=Ix±iIyI_{\pm}=I_{x}\pm iI_{y}. All other states are off-resonant, with the Hamiltonian matrix elements negligible with respect to the energy differences. These negligible off-resonant elements are denoted by dots in Eq. (30). Therefore, one can focus on the state pair {,}\{\uparrow\downarrow,\downarrow\uparrow\} as an effective two-level system displaying Rabi oscillations.151515Note that these are ‘secondary’ Rabi oscillations, different from the Rabi oscillations of the electron spin itself. The ‘primary’ electron spin Rabi oscillations are taken into account—in the basis corresponding to Eq. (30)—through the energies only. The appearance of the ‘secondary’ Rabi oscillations in a frame where the ‘primary’ oscillations are already trivial is the essence of the Hartmann-Hahn effect, see Eqs. (49) and (50) in Ref. [47]. In Eq. (31), we have introduced the abbreviations XX and +\mathcal{I}_{+}, as parts of the matrix element YY that we calculate below separately.

Refer to caption
Figure 3: Bloch sphere for the secondary Rabi oscillations. The electron-nuclear states ||\!\!\uparrow\downarrow\rangle and ||\!\!\downarrow\uparrow\rangle define the north and south pole of the Bloch sphere. The in-plane axes are chosen so that the energy vector is in the yz plane, making an angle π/2Γ\pi/2-\Gamma with the zz axis. This angle is defined by the matrix element |Y||Y| and the energy difference ωnωR\hbar\omega_{n}-\hbar\omega_{R}. Finally, 𝐩(0)\mathbf{p}(0) is the initial polarization of the system.

The corresponding 2×22\times 2 block of the Hamiltonian can be then treated by the textbook method for the Rabi problem. We define a Bloch sphere spanning the two orthogonal states {,}\{\uparrow\downarrow,\downarrow\uparrow\} which we place on the sphere zz axis. There are two parameters important for the Rabi oscillations: the energy difference of the states, which is EE=ωnωRE_{\uparrow\downarrow}-E_{\downarrow\uparrow}=\hbar\omega_{n}-\hbar\omega_{R}, and the magnitude of the matrix element |Y||Y|. The phase of YY defines only where to put the in-plane axes, xx and yy, of the Bloch sphere, and is not relevant in the following. The two parameters define the (positive) Rabi frequency

ωRhh=|Y|2+|ωnωR|2,\hbar{\omega_{R}^{\mathrm{hh}}}=\sqrt{|Y|^{2}+\left|\hbar\omega_{n}-\hbar\omega_{R}\right|^{2}}, (32)

and the angle Γ\Gamma which will turn out useful,

sinΓ\displaystyle\sin\Gamma =ωnωRωRhh,\displaystyle=\frac{\hbar\omega_{n}-\hbar\omega_{R}}{\hbar{\omega_{R}^{\mathrm{hh}}}}, (33a)
cosΓ\displaystyle\cos\Gamma =|Y|ωRhh.\displaystyle=\frac{|Y|}{\hbar{\omega_{R}^{\mathrm{hh}}}}. (33b)

These quantities are shown in Fig. 3.

Now we come to a somewhat subtle point concerning the initial state, that is, the system state at the time when the electron enters the dot or its EDSR driving begins. The phase relation of the \uparrow\downarrow and \downarrow\uparrow components of this initial state has contributions not only from the phase difference of the electron spin up and down state, which is controlled, but also from a similar phase difference on the nuclear spin, which is not controlled. Alternatively viewed, the Hamiltonian in Eq. (30) induces entanglement between the electron and nuclear spin. This entanglement is lost repeatedly as the electron is repeatedly reinitialized through the reservoir or otherwise. As a consequence, on average (over the experiment cycle repetitions) the initial state in the Bloch sphere in Fig. 3 can only have a non-zero component along the sphere zz axis.161616In the language of Ref. [60], in our scenario we have ‘cross-polarization’, but no ’coherence transfer’. Our assumption means that we do not consider that the nuclear spin precession and the moments when the electron EDSR rotation starts are synchronized over many cycles. Such a long-time synchronization is essential for nuclear autofocusing [61, 52]. We will thus describe this initial state by a density matrix, parameterized by a vector 𝐩(t)\mathbf{p}(t), which is at time t=0t=0 aligned with the zz axis, and its length might be smaller than one.

The dynamics of this ‘polarization’ vector is a simple precession and can be expressed, for example, by

𝐩(t)=R𝐱,π/2Γ1R𝐳,ωRhhtR𝐱,π/2Γ𝐩(0),\mathbf{p}(t)=R^{-1}_{\mathbf{x},\pi/2-\Gamma}\cdot R_{\mathbf{z},{\omega_{R}^{\mathrm{hh}}}t}\cdot R_{\mathbf{x},\pi/2-\Gamma}\cdot\mathbf{p}(0), (34)

where 𝐱\mathbf{x} and 𝐳\mathbf{z} are unit vectors along the Bloch-sphere axes. In addition, it is only the zz component that is relevant, as we have just discussed. It is then straightforward to evaluate the previous equation for that component arriving at

pz(t)=pz(0)(sin2Γ+cos2ΓcosωRhht).p_{z}(t)=p_{z}(0)\left(\sin^{2}\Gamma+\cos^{2}\Gamma\cos{\omega_{R}^{\mathrm{hh}}}t\right). (35)

This result is the first main ingredient of the DNSP polarization rate.

IV.4 Calculation of the matrix element +\mathcal{I}_{+}

We now look at the initial polarization pz(0)p_{z}(0). As explained, it is contributed by the initial polarization of both the electron and the nucleus. The conversion from these two polarizations to pz(0)p_{z}(0) is not completely trivial because we consider a general nuclear spin II and because the polarizations need to be weighted by the spin-dependent transition matrix element +\mathcal{I}_{+}. The calculation is shown in Appendix C and gives

pz(0)|+|2¯=I×(αI(pn)pepn).\overline{p_{z}(0)|\mathcal{I}_{+}|^{2}}=I\times\Big{(}\alpha_{I}(p_{n})p_{e}-p_{n}\Big{)}. (36)

Here, pep_{e} is the initial polarization of the electron spin along the axis 𝐨e{\mathbf{o}_{e}} and pnp_{n} is the polarization of the nuclear spin along the external magnetic field. Both of these polarizations are normalized so that the maximal possible polarization corresponds to p=1p=1. Finally, αI(pn)\alpha_{I}(p_{n}) is a factor of order one, which we calculate in Appendix C, see Eq. (82b). We get αI=(2/3)(I+1)\alpha_{I}=(2/3)(I+1) for pn1p_{n}\ll 1 and αI=1\alpha_{I}=1 for 1pn11-p_{n}\ll 1.

Equation (36) states that the electron polarization pep_{e} is the source of the nuclear polarization pnp_{n}. As the latter develops a finite value, the rate diminishes. For nuclear spin I=1/2I=1/2 one has αI=1\alpha_{I}=1 for any pnp_{n}, and the rate is proportional to the difference pepnp_{e}-p_{n}, a natural result. The proportionality factor αI\alpha_{I} differs from one for nuclear spin I>1/2I>1/2. In any case, in the majority of experiments the steady state nuclear polarization will be reached once the DNSP rate is balanced by additional decay channels, such as nuclear diffusion, rather than due to the DNSP rate dropping to zero at pn=peαIp_{n}=p_{e}\alpha_{I}. Therefore the second term in the bracket in Eq. (36) can usually be dropped.

Let us now elucidate the electron polarization pep_{e}, considering two typical experiments. In the first, the initial electron state is along the external magnetic field. Once the driving is turned on, the electron performs Rabi oscillations. This choice is the standard EDSR and means the initial electron polarization is equal to 𝐳e𝐨e=sinγ\mathbf{z}_{e}\cdot{\mathbf{o}_{e}}=\sin\gamma. In the second, the electron is ‘spin-locked’, meaning its spin is along 𝐨e{\mathbf{o}_{e}} and the initial polarization is one.171717In this case the system has to be initialized either adiabatically changing the driving frequency [47] or using a phase shift in the driving pulse [55]. Even if it is the former, we are not concerned with the transition period needed to spin-lock the electron. We assume that the transition period is shorter than the time during which the electron remains spin-locked with a constant Rabi frequency. Finally, a more complicated initial polarization when the electron is driven off resonance was considered in Ref. [57]. Summarizing, we get

pe\displaystyle p_{e} =sinγ\displaystyle=\sin\gamma (EDSR),\displaystyle\mathrm{(EDSR)}, (37a)
pe\displaystyle p_{e} =1\displaystyle=1 (spinlocking).\displaystyle\mathrm{(spin\,locking)}. (37b)

While the first choice corresponds to the standard EDSR, the advantage of the second one (concerning possible DNSP) is that the lifetime of the electron spin is longer in the spin-locked state, compared to the lifetime of the Rabi oscillations [62]. Finally, we note that in both scenarios one can invert the polarization pepep_{e}\to-p_{e}, by preparing the electron in the excited state, rather than in the ground state.

IV.5 Calculation of the matrix element XX

We now turn to XX, the second component of the matrix element YY. Writing δ𝐈Jn(t)𝐬\delta\mathbf{I}\cdot{J_{n}^{\prime}}(t)\cdot\mathbf{s} in the interaction picture

sj|exp(iEsjt/)δ𝐈Jn(t)𝐬exp(iEsjt/)|sj,\langle sj|\exp(iE_{sj}t/\hbar)\delta\mathbf{I}\cdot J_{n}^{\prime}(t)\cdot\mathbf{s}\exp(-iE_{s^{\prime}j^{\prime}}t/\hbar)|s^{\prime}j^{\prime}\rangle, (38)

one can see that the resonant component of Jn(t)J^{\prime}_{n}(t) is the one of frequency 2s×ωrf2s\times\omega_{\mathrm{rf}}. Introducing the Fourier components in this matrix,

Jn(t)=kexp(ikωrft)Jn(k),J_{n}^{\prime}(t)=\sum_{k\in\mathbb{Z}}\exp(ik\omega_{\mathrm{rf}}t){J_{n}^{\prime}}^{(k)}, (39)

the resonant matrix element in Eq. (38) would be Jn(t)Jn(2s)exp(i2sωrft){J_{n}^{\prime}}(t)\approx{J_{n}^{\prime}}^{(2s)}\exp(i2s\omega_{\mathrm{rf}}t). Keeping only this term, essentially the rotating wave approximation, the calculation of the matrix element is a straightforward algebraic exercise and we delegate it to Appendix D. The result, after the spatial average over the dot coordinates, is

|X|2=Xdf2+Xsh2+2ξXdfXsh,\langle|X|^{2}\rangle=X_{\mathrm{df}}^{2}+X_{\mathrm{sh}}^{2}+2\xi X_{\mathrm{df}}X_{\mathrm{sh}}, (40a)
where
Xdf\displaystyle X_{\mathrm{df}} =J4BlBcosγ,\displaystyle=\frac{J}{4}\frac{\nabla_{\perp}Bl}{B}\cos\gamma, (40b)
Xsh\displaystyle X_{\mathrm{sh}} =J4dl(1+sinγ),\displaystyle=\frac{J}{4}\frac{d}{l}(1+\sin\gamma), (40c)
ξ\displaystyle\xi =cos(δ+ϕrf)cos(ϕ),\displaystyle=\cos(\delta^{\prime}+\phi_{\mathrm{rf}})\cos(\phi), (40d)

with JJ being the average Jn\langle J_{n}\rangle, B\nabla_{\perp}B being the magnitude of the gradient of the transverse components of the magnetic field, and the angles δ\delta^{\prime} and ϕ\phi express the mutual orientation of the magnetic field gradient and the dot displacement (see App.D for details). As in experiments these directions are difficult to control or even to know, instead of going into its rather tedious analysis, we drop the interference term from Eq. (40a). We retain only the first two terms:181818The latter mechanism was considered in several previous works on DNSP in quantum dots [45, 22, 46, 50] starting with Ref. [63]. As we explain in Appendix G, our Eq. (40c) can be thought of as a generalization of these previous works. XdfX_{\mathrm{df}} is due to a deflection (thus ‘df’) of the spin quantization axes of the electron and the nucleus, and requires a finite gradient of the transverse magnetic field component. XshX_{\mathrm{sh}} is due to the time dependence of the electron-nuclear spin coupling constant, in turn due to the time dependence of |Ψ(𝐫n)|2|\Psi(\mathbf{r}_{n})|^{2}, in turn due to the physical shifts (thus ‘sh’) of the quantum dot electron with respect to the crystal lattice. Equation (40) is the second main ingredient for the calculation of the DNSP rates.

IV.6 Evaluation of the DNSP rate

We now have all ingredients needed to evaluate the DNSP rate. We define the individual nuclear spin polarization rate by

Γn=pz(0)pz(t)¯t,\Gamma_{n}=\frac{\langle\overline{p_{z}(0)-p_{z}(t)}\rangle}{t}, (41)

where the bar denotes the statistical average over the nuclear spin distribution and the angle brackets the average over the dot coordinates. The overall sign has been chosen to define a positive polarization rate as the decrease of pzp_{z}, that is a transition of nuclear spin from \downarrow towards \uparrow. In other words, a positive polarization rate means that nuclear spins are pumped into their energy ground state, being along or opposite to the external field depending on the nuclear gg-factor sign. Using Eqs. (33b) and (35) gives

Γn=12pz(0)|X+|2¯1cosωRhht(ωRhh)2t.\Gamma_{n}=\frac{1}{\hbar^{2}}\,\langle\overline{p_{z}(0)|X\mathcal{I}_{+}|^{2}}\rangle\frac{1-\cos{\omega_{R}^{\mathrm{hh}}}t}{({\omega_{R}^{\mathrm{hh}}})^{2}t}. (42)

Next, we approximate the averaging over the nuclear spins by evaluating it separately for the matrix element X2X^{2} and the rest,

Γn=12pz(0)|+|2¯|X2|1cosωRhht(ωRhh)2t.\Gamma_{n}=\frac{1}{\hbar^{2}}\,\overline{p_{z}(0)|\mathcal{I}_{+}|^{2}}\,\,\langle|X^{2}|\rangle\frac{1-\cos{\omega_{R}^{\mathrm{hh}}}t}{({\omega_{R}^{\mathrm{hh}}})^{2}t}. (43)

The two needed results are given in Eqs. (36) and (40a).

We have arrived at a rate for an ‘average’ nuclear spin, which is not really a rate: it contains time, since it originates from coherent precession expressed by Eq. (35). We convert it to a time-independent rate191919As a remark, this time-dependence was kept in Ref. [54], resulting in a non-trivial time-dependence of the polarization. For example, a polarization overshoot seen in the data in Fig. 3 therein could be explained with it. by considering the limit tt\to\infty upon which the last factor in Eq. (43) becomes a delta function of a finite width given by the matrix element |Y||Y|. Since for our parameters the latter is several orders of magnitude smaller than other energy smearings that we consider below, we neglect it,

1cosωRhht(ωRhh)2tπδ(ωRωn).\frac{1-\cos{\omega_{R}^{\mathrm{hh}}}t}{({\omega_{R}^{\mathrm{hh}}})^{2}t}\to\pi\delta(\omega_{R}-\omega_{n}). (44)

We now define the total polarization rate

Γi,tot=niΓn=Nidωng(ωn)Γn(ωn),\Gamma_{i,\mathrm{tot}}=\sum_{n\in i}\Gamma_{n}=N_{i}\int\mathrm{d}\omega_{n}\,g(\omega_{n})\Gamma_{n}(\omega_{n}), (45)

introducing the nuclear frequency density g(ω)g(\omega) as the fraction of ii-isotope nuclei with Larmor frequency ω\omega out of their total number NiN_{i}. The function is derived in Appendix A. We get

Γi,tot=Niπ2pz(0)|+|2¯|X2|g(ωR).\Gamma_{i,\mathrm{tot}}=N_{i}\frac{\pi}{\hbar^{2}}\,\overline{p_{z}(0)|\mathcal{I}_{+}|^{2}}\,\,\langle|X^{2}|\rangle g(\omega_{R}). (46)

Note the crucial role of the micromagnet, setting the width of the distribution g(ω)g(\omega): the larger the gradient, the more dispersed the Larmor frequencies of the nuclei in the dot area, and the wider the resonance. Here, the resonance means the electron Rabi frequency ωR\omega_{R} hitting the peak of the function gg, which is located at the Larmor frequency of the nuclei in the dot center.

IV.7 Final form of the DNSP rate and its discussion

We now put together the pieces to present the rate in a user-friendly form. In the course of derivation, we have used several approximations, which are expected to bring an error of order one. Therefore, we neglect small terms, in order to arrive at a simple formula with an appealing physical interpretation:

tpi=π2(Xdf2+Xsh2)(αIpepi)GΣ(ωRωi),\partial_{t}p_{i}=\frac{\pi}{\hbar^{2}}\left(X_{\mathrm{df}}^{2}+X_{\mathrm{sh}}^{2}\right)\left(\alpha_{I}p_{e}-p_{i}\right)G_{\Sigma}\left(\omega_{R}-\omega_{i}\right), (47a)
where
Xdf\displaystyle X_{\mathrm{df}} =Ai4NtotlBBcosγ,\displaystyle=\frac{A_{i}}{4N_{\mathrm{tot}}}\frac{l\nabla_{\perp}B}{B}\cos\gamma, (47b)
Xsh\displaystyle X_{\mathrm{sh}} =Ai4Ntotdl(1+sinγ),\displaystyle=\frac{A_{i}}{4N_{\mathrm{tot}}}\frac{d}{l}(1+\sin\gamma), (47c)
pe\displaystyle p_{e} =±{sinγfor EDSR,1for spin locking,\displaystyle=\pm\left\{\begin{tabular}[]{c@{\hspace{2cm}}r}$\sin\gamma$\hfil\hskip 56.9055pt&for EDSR,\\ 1\hfil\hskip 56.9055pt&for spin locking,\end{tabular}\right. (47f)
GΣ(x)\displaystyle G_{\Sigma}(x) =12πΣexp(x22Σ2),\displaystyle=\frac{1}{\sqrt{2\pi}\Sigma}\exp\left(-\frac{x^{2}}{2\Sigma^{2}}\right), (47g)
ΣμM\displaystyle\Sigma_{\mathrm{\mu M}} =ωil||B2B,\displaystyle=\omega_{i}\frac{l\nabla_{||}B}{2B}, (47h)
αI\displaystyle\alpha_{I} ={23(Ii+1)for pi0,1for pi1,\displaystyle=\left\{\begin{tabular}[]{c@{\hspace{2cm}}r}$\frac{2}{3}(I_{i}+1)$\hfil\hskip 56.9055pt&for $p_{i}\approx 0$,\\ 1\hfil\hskip 56.9055pt&for $p_{i}\approx 1$,\end{tabular}\right. (47k)
tanγ\displaystyle\tan\gamma =ωeωrfωRR.\displaystyle=\frac{\omega_{e}-\omega_{\mathrm{rf}}}{\omega_{RR}}. (47l)

Here, the quantities dependent on the atomic isotope have the subscript ii, ll is the dot in-plane confinement length, typically tens of nanometers, dd is the dot displacement magnitude given by Eq. (11), typically below a nanometer. The plus sign for pep_{e} applies if the electron is initially in the ground state of the static field in the laboratory frame (for EDSR) or the rotating frame (for spin-locking). If initially the electron spin is in the excited state, the minus sign applies. Finally, ||B\nabla_{||}B is the magnitude of the longitudinal (along the vector 𝐁\langle\mathbf{B}\rangle) component of the magnetic-field gradient, and B\nabla_{\perp}B is the magnitude of the gradient of the magnetic field transverse components. For the moment, we assume that Σ=ΣμM\Sigma=\Sigma_{\mathrm{\mu M}}; however, below we list additional sources contributing to Σ\Sigma in Eq. (47a) beyond Eq. (47h).

Let us make a few comments on the DNSP rate given in Eq. (47), our main result.

  • 1.

    Equation (47a) gives the rate of polarization of isotope ii. It can be converted to the total ‘spin-injection’ rate by Γi,tot=IiNitpi\Gamma_{i,\mathrm{tot}}=I_{i}N_{i}\partial_{t}p_{i}. Since the hyperfine interaction is spin preserving, this total rate of spin injected into the nuclei is compensated by the opposite change of the electron spin (component along the external magnetic field).

  • 3.

    The nuclear polarization direction is defined as the positive rate corresponding to pumping-in the nuclear spin energy ground state (along the magnetic field if the nuclear gg factor is positive).

  • 5.

    Neglecting the saturation effect, meaning dropping pip_{i} from the right-hand side of Eq. (47a), the DNSP rate has a characteristic shape as a function of the detuning from the electron Rabi resonance, parameterized by γ\gamma here. Namely, since ωR(γ)=ωR(γ)\omega_{R}(\gamma)=\omega_{R}(-\gamma), the DNSP rate is antisymmetric in γ\gamma in EDSR and symmetric in spin-locking experiments if the ‘deflection’ mechanism dominates. The ‘shaking’ mechanism makes the profile strongly asymmetric in both cases, through the factor (1+sinγ)(1+\sin\gamma). The shape of the DNSP rate as a function of γ\gamma can then hint at the dominant mechanism.

  • 7.

    In experiments with a single dot, the DNSP will be typically done by repeating a cycle including the electron spin initialization, driving, and, perhaps, measurement. In this case, one should renormalize to the rate observed over the laboratory time by ΓΓ×(Tpulse/Tcycle)\Gamma\to\Gamma\times(T_{\mathrm{pulse}}/T_{\mathrm{cycle}}), reflecting that the cycle contains ‘dead time’ with respect to the DNSP.

  • 9.

    During a single cycle, Eq. (47a) is valid only up to time TpulseT_{\mathrm{pulse}} such that ΓtotTpulse1\Gamma_{\mathrm{tot}}T_{\mathrm{pulse}}\lesssim 1, since the electron spin can not change by more than a single full flip.202020Maximizing the portion of the electron spin transferred to nuclei over one cycle was done in Ref. [64].

  • 11.

    Since the total spin of nuclei is difficult to measure directly, it is useful to convert the nuclear polarization into quantities directly observable through the electron. In Appendix B we express the effects of the DNSP given in Eq. (47) as the change of the electron Larmor frequency, due to the change of the Overhauser field,

    t(geμBBOv)=iϕiAiIitpi,\partial_{t}\left(g_{e}\mu_{B}B_{\mathrm{Ov}}\right)=\sum_{i}\phi_{i}A_{i}I_{i}\partial_{t}p_{i}, (48)

    and as the change of the detuning,

    tfΔ=12πsgn(ge)iϕi|Ai|Iitpi.\partial_{t}f_{\Delta}=-\frac{1}{2\pi\hbar}\mathrm{sgn}\left(g_{e}\right)\sum_{i}\phi_{i}|A_{i}|I_{i}\partial_{t}p_{i}. (49)
  • 13.

    In the far-off-resonance limit, corresponding to γ±π/2\gamma\to\pm\pi/2 in our notation, one of the adopted assumptions is not fulfilled, see Eq. (50) below.212121The far-off-resonance limit was considered in Ref. [57]. While we believe that Eq. (47) can still be used for qualitative estimates, it might break down in certain limits, one example given in Appendix G.

  • 15.

    The micromagnet was essential for several elements: the primary Rabi oscillations of the electron, the deflection of the quantization axes of the electron and the nucleus, and the dispersion of the nuclear Larmor frequencies across the dot. In the next section we argue that there are intrinsic sources for the latter two, so that they are present in comparable magnitudes in experiments without a micromagnet. The analysis here then applies also if the micromagnet, as the source of the Rabi oscillations, is replaced by the intrinsic spin-orbit interaction. In other words, it applies also for holes, as long as Eq. (1) is still applicable, see Appendix I. If it is not, meaning the spin-orbit length is smaller than the size of the dot, we expect DNSP with nontrivial spatial textures analogous to those predicted in Ref. [45].

  • 17.

    Considering the nuclear spins in isolation, as we have done at the outset of the derivation of Eq. (47), is quite a cavalier approximation. We believe that it suffices for what we aim at, being a rough estimation of the DNSP rate. Another motivation to adopt it is the fact that the full problem—of an electron spin relaxing into an interacting dipole-dipole coupled nuclear system—is too difficult: While a formal expression for the rate can be found in the literature (see Eq. (2.36) in Ref. [65], Eq. (4.1) in Ref. [66], or Eq. (13) in [67]), its evaluation is not easy, see the discussion in the introduction of Ref. [65] and in Ref. [66].

After deriving the DNSP rate within our model, we now generalize the resulting formula to grasp effects important in real-world experiments.

V Model limitations and extensions

The above DNSP effects rely on fulfilling the Hartmann-Hahn condition, Eq. (29). Specifically, the rotating wave approximation that we adopted in Sec. IV.3 in describing the secondary Rabi oscillations assumes that among the four energies

ωn,ωR,ωn+ωR,ωnωR,\hbar\omega_{n},\,\hbar\omega_{R},\,\hbar\omega_{n}+\hbar\omega_{R},\,\hbar\omega_{n}-\hbar\omega_{R}, (50)

the last is by far the smallest. We now look with what precision these energies (or frequencies) and their differences are defined.

Concerning the nuclear Larmor frequencies, we have considered their smearing across the quantum dot due to the micromagnet, arriving at a Gaussian density (47g) with the dispersion (47h). The parameters given in the caption of Fig. 1 give the frequency dispersion of several tens of 2π×2\pi\timeskHz.222222Specifically, for a longitudinal gradient of 0.3 mT/μ\mum and the dot lateral size l=34l=34 nm we get ΣμM(29Si)=2π×43\Sigma_{\mathrm{\mu M}}(^{29}\mathrm{Si})=2\pi\times 43 kHz, ΣμM(69Ga)=2π×52\Sigma_{\mathrm{\mu M}}(^{69}\mathrm{Ga})=2\pi\times 52 kHz, ΣμM(71Ga)=2π×66\Sigma_{\mathrm{\mu M}}(^{71}\mathrm{Ga})=2\pi\times 66 kHz, ΣμM(75Ga)=2π×37\Sigma_{\mathrm{\mu M}}(^{75}\mathrm{Ga})=2\pi\times 37 kHz. This value should be compared to additional frequency smearing sources:232323In the NMR literature, the dispersion of nuclear energies due to nuclear dipole-dipole interactions is often taken as Gaussian. For example, see Eq. (A20) in Ref. [68]. Therefore, those numbers are directly comparable to our ΣμM\Sigma_{\mathrm{\mu M}}. On the one hand, the bulk value for both the intrinsic nuclear linewidth deduced from the T2T_{2} times and the local field (dipolar and other) from other nuclei look negligible.242424Ref. [69] found ΣT22π×1\Sigma_{\mathrm{T_{2}}}\lesssim 2\pi\times 1 kHz. Slightly larger values for 75As and 71Ga in lattice-matched dots are collected from other references in Ref. [70]. Refs. [71, 72] give the nuclear local field in GaAs as up to a few Gauss (it is anisotropic), corresponding to Σdip2π×\Sigma_{\mathrm{dip}}\sim 2\pi\times (a few) kHz. On the other hand, in a nanostructure the inhomogeneous strain and electric fields amplify line widths: the quadrupole splitting ΣQ2π×10\Sigma_{\mathrm{Q}}\gtrsim 2\pi\times 10 kHz [73] or the Knight field from the electron ΣK\Sigma_{\mathrm{K}} of a similar magnitude are typical (these values are for GaAs).252525For our parameters, we estimate ΣKJ2π×10\Sigma_{\mathrm{K}}\sim J\lesssim 2\pi\times 10 kHz. More precisely, for quantum-dot parameters lz=10l_{z}=10 nm and l=34l=34 nm, the electron-frequency shift upon a single nuclear spin flip, Jn/J_{n}/\hbar, is equal to 2π×62\pi\times 6 kHz for 69Ga, 2π×7.52\pi\times 7.5 kHz for 71Ga, 2π×72\pi\times 7 kHz for 75As; and for lz=6l_{z}=6 nm and l=20l=20 nm, it is 2π×(1.7)2\pi\times(-1.7) kHz for 29Si. In self-assembled dots, the Knight fields are much larger, and the single-nuclear-flip electron-frequency shift of 200 kHz could be detected in Ref. [43]. The total frequency span of a given isotope might crawl to 100 kHz.262626See Fig. 3a in [74] or Fig. 2 in Ref. [75], showing the line profile of As75{}^{75}\mathrm{As} at high magnetic fields. All these sources can be included in our formula by simply adding the corresponding variances, redefining the parameter Σ\Sigma in Eq. (47g) as follows

Σ2ΣμM2+ΣT22+Σdip2+ΣQ2+ΣK2.\Sigma^{2}\to\Sigma_{\mathrm{\mu M}}^{2}+\Sigma_{\mathrm{T_{2}}}^{2}+\Sigma_{\mathrm{dip}}^{2}+\Sigma_{\mathrm{Q}}^{2}+\Sigma_{\mathrm{K}}^{2}. (51)

As an important consequence, one expects the discussed DNSP effects even in samples without a micromagnet: The longitudinal magnetic field gradient is effectively replaced by the sources given on the right-hand side of Eq. (51) without the first term which then equals zero. Similarly, some of these terms contribute also to the deflection of the quantization axis of nuclear spins, that is, an effective transverse gradient. The quasi-static dipole field of other nuclei parameterized by ΣT22\Sigma_{\mathrm{T_{2}^{*}}}^{2} is isotropic and can be thus taken as an effective contribution to the gradient B\nabla_{\perp}B in Eq. (47b). The quadrupolar fields also contribute, though they are anisotropic so that the contributing part depends on the direction of the magnetic field and the details of the atomic electric field gradients.272727In experiments with self-assembled quantum dots, the quadrupolar fields are thought to dominate the DNSP effects [76]. One important consequence of considering quadrupolar interaction explicitly (we do it in Appendix K), is that it allows for double spin-flip transitions, ΔIz=±2\Delta I_{z}=\pm 2, in addition to single-flip ones, ΔIz=±1\Delta I_{z}=\pm 1. The multiple resonance peaks, corresponding to Raman-transition detuning equal to once and twice the nuclear Zeeman energy, were observed in Refs. [41, 40, 42]. Finally, the Knight field from the electron is fast oscillating which averages out its components perpendicular to the external magnetic field. The remaining component is along the external magnetic field and does not give any deflection. In sum, for experiments without a micromagnet the effective transverse gradient entering Eq. (47b) should be assigned a value according to a conversion formula

lBBΣωi,\frac{l\nabla_{\perp}B}{B}\to\frac{\Sigma}{\omega_{i}}, (52)

with Σ\Sigma somewhat smaller than the one given by Eq. (51).

We now turn to the frequency of the electron as another source of uncertainty in Eq. (29). Copying the formula here again, the electron Rabi frequency is ωR=(ωRR)2+(ωrfωe)2\omega_{R}=\sqrt{(\omega_{RR})^{2}+(\omega_{\mathrm{rf}}-\omega_{e})^{2}}. First, during the driving the Overhauser field will diffuse, changing the electron Larmor frequency ωe\omega_{e}. However, for pulses of order microseconds, we find that the resulting shift is smaller than a few 2π×2\pi\timeskHz and thus negligible for the discussion here.282828For Tpulse=1T_{\mathrm{pulse}}=1 μ\mus, we estimate the diffusion-induced variance of the Overhauser field, ΣB\Sigma_{B}, of 2π×82\pi\times 8 kHz from the measurements of Ref. [36], 2π×72\pi\times 7 kHz from Ref. [34], or 2π×62\pi\times 6 kHz from Ref. [77] (values for GaAs). More importantly, within a finite time interval TT, no frequency can be defined with uncertainty much below δω1/T\delta\omega\sim 1/T.292929The numerical prefactor cc to use in the relation δω=c×1/T\delta\omega=c\times 1/T is not obvious. We define it by demanding δωδωf(ω)dω=1/2\int_{-\delta\omega}^{\delta\omega}f(\omega)\mathrm{d}\omega=1/2, with f(ω)f(\omega) being the spectral density. For ff equal to a Lorenzian, such as Eq. (53), one has δω=Σ\delta\omega=\Sigma and thus c=1c=1. For ff equal to the left-hand side of Eq. (44) with t=Tt=T, we get δωπ/2×1/T\delta\omega\approx\pi/2\times 1/T, a value that we adopt in plots. A Rabi pulse applied for 1 μ\mus gives δω2π×160\delta\omega\sim 2\pi\times 160 kHz. This smearing should be assigned to the equality sign in Eq. (29), rather than to any individual frequency, but let us interpret it as an effective electron lifetime. In general, one considers it together with the lifetime of Rabi oscillations, or the Rabi decay time T2RabiT_{2}^{\mathrm{Rabi}},303030We use the notation of Ref. [3]. The Rabi decay T2RabiT_{2}^{\mathrm{Rabi}} is contributed by the decay and decoherence times in the rotated frame, often denoted by T1ρT_{1\rho} and T2ρT_{2\rho} [78], the former introduced by Ref. [62] denoted therein as T2eT_{2e}. adding (π/2)×1/Tpulse(\pi/2)\times 1/T_{\mathrm{pulse}} and 1/T2Rabi1/T_{2}^{\mathrm{Rabi}} in square. Nevertheless, since the latter is negligible in our scenario, we define Σp=(π/2)×1/Tpulse\Sigma_{\mathrm{p}}=(\pi/2)\times 1/T_{\mathrm{pulse}}.313131Previous works on DNSP arising from ESR in quantum dots [22, 46, 45] considered that 1/T2Rabi1/T_{2}^{\mathrm{Rabi}} as just described dominates all other time-decay or frequency-smearing scales. These works do not even consider the nuclear hyperfine energy. This approximation was probably motivated by early experiments [10, 5] where only a few Rabi oscillations were discernible. More recently, Rabi oscillations of single spins of much higher quality were achieved: the decay time T2RabiT_{2}^{\mathrm{Rabi}} was larger than the Rabi oscillation period by the factor 42.5 in Ref. [36] (GaAs), 70 in Ref. [79] (natural Si) and 444 in Ref. [80] (isotopically purified Si). In other words, for current experiments, it might be reasonable to assume TpulseT2RabiT_{\mathrm{pulse}}\ll T_{2}^{\mathrm{Rabi}}. An important difference to the sources in Eq. (51) discussed in the previous paragraph is that this type of smearing, essentially originating from the Heisenberg uncertainty relation, leads to a Lorenzian, rather than a Gaussian, spectral density

FΣ(ω)=1πΣ(ωωR)2+Σ2.F_{\Sigma}(\omega)=\frac{1}{\pi}\frac{\Sigma}{(\omega-\omega_{R})^{2}+\Sigma^{2}}. (53)

This smearing could be included in the main result, Eq. (47a), by replacing the spectral density in Eq. (47g) by the convolution

GΣ(ωR)(GΣFΣp)(ωR).G_{\Sigma}(\omega_{R})\to\left(G_{\Sigma}\star F_{\Sigma_{\mathrm{p}}}\right)(\omega_{R}). (54)

However, we will not use Eq. (54). Since the reasoning that lead to both Eq. (47g) and Eq. (53) was only qualitative, dwelling on an exact expression in Eq. (54) is not meaningful. Instead, we simply add the finite-lifetime smearing Σp\Sigma_{\mathrm{p}} into the list in Eq. (51) and use that as the width of the spectral density function entering Eq. (47) with either the Gaussian or the Lorenzian profile.

To complete the list of smearing mechanisms, note that due to the nuclear and electrical noise, in an experiment the electron detuning frequency varies with time and thus can be known and controlled only approximately. In experiments employing estimation and feedback, similar to the one producing the data in Fig. 1, the resulting uncertainty was 2π×2\pi\times288 kHz in Ref. [36], several hundreds of 2π×2\pi\timeskHz in Ref. [77] and several times 2π×2\pi\times78 kHz (the frequency bin) in Ref. [34]. This uncertainty is yet another source of averaging: The experimentally measured polarization rate corresponds to

tpi(ωΔ)=dωerrGΣerr(ωerr)tpi(ωΔ+ωerr),\langle\partial_{t}p_{i}\rangle(\omega_{\Delta})=\int_{-\infty}^{\infty}\mathrm{d}\omega_{\mathrm{err}}\,G_{\Sigma_{\mathrm{err}}}(\omega_{\mathrm{err}})\,\partial_{t}p_{i}(\omega_{\Delta}+\omega_{\mathrm{err}}), (55)

where Σerr\Sigma_{\mathrm{err}} is the precision with which the detuning angular frequency can be fixed during the collection of data assigned to a single point on the curve such as plotted in Fig. 1. This averaging is different from the previous two, since now it is not only the spectral density that is smeared, but also the angle γ\gamma dependency that is averaged. Therefore, it would suppress the anti-symmetric-in-γ\gamma parts of the polarization rates, which can be identified easily by looking at Eqs. (47b)–(47f).

To conclude, there are three different types of averaging that need to be done with Eq. (47a): a Gaussian and a Lorentzian smearing of the spectral function, and a Gaussian averaging of the whole formula. Roughly, we replace them by adding all the smearing sources to Σ\Sigma used in (47g).

With the polarization rate derived and analyzed in detail, we next move to examining system dynamics in the presence of DNSP pumping.

VI Polarization-rate profile, system dynamics, and feedback

In this section, we look at three topics. First, we illustrate the polarization-rate magnitude expected in a typical quantum dot, and discuss the rate inversion-symmetry with respect to the zero detuning fΔ=0f_{\Delta}=0. Second, we examine polarization-rate feedback induced by changes in the detuning aiming at a substantial nuclear polarization. Third, we analyze the effects of the feedback on suppressing or enhancing detuning fluctuations, which influence qubit gate fidelities.

VI.1 Polarization rate profile

Refer to caption
Figure 4: The polarization rate as a function of the electron detuning frequency for 75As. In the upper panel fRR=fi/2f_{RR}=f_{i}/2, in the middle panel fRR=fif_{RR}=f_{i}, and in the lower panel fRR=2fif_{RR}=2f_{i}. Further parameters are as in Fig. 1 except for Tpulse=10T_{\mathrm{pulse}}=10 μ\mus.

We illustrate the behavior of the polarization rate derived in Eq. (47) by plotting it for the arsenic isotope as a function of the detuning in Fig. 4. Analogous plots for other nuclei of GaAs, and for a Si dot where the rate is orders of magnitude smaller, are in Appendix F. Figure 4a shows the rate in the regime where the electron Rabi frequency at resonance is smaller than the nuclear Larmor frequency. The rate has a resonant peak at a finite detuning, where the electron Rabi and nuclear Larmor frequencies become equal. At this resonance the rate can reach large values, depending on the resonance width, which has been discussed in Sec. V. The deflection mechanism corresponds to a rate with a definite left-right symmetry in the figure, symmetric for a lock-in initial state and antisymmetric for an initial state along the magnetic field.323232In other words, the EDSR-scenario curves cross zero at zero detuning, due to the factor pe=±sinγp_{e}=\pm\sin\gamma. Polarization rates with this profile are called ’cooling functions’ in Refs. [40, 42]. In those experiments, the polarization is explained as due to asymmetry in the density of final states [59, 81]. The shaking mechanism corresponds to a strongly asymmetric rate, with appreciable values at negative detunings only.

Figure 4c shows the case with the Rabi frequency at zero detuning larger than the nuclear Larmor frequency. In this case, the condition of the Hartmann-Hahn resonance can not be reached for any detuning. While the symmetry properties of the rate components discussed in the previous paragraph still hold, there is no resonance peak and the rates are much smaller overall. This difference, between the resonant and nonresonant regime, is the larger the larger is the ratio fRR/fif_{RR}/f_{i}. Finally, at large detuning the rates fall off as 1/fΔ21/f_{\Delta}^{2}, which is the same in the upper panel, though hard to see there because of the resonant peak.

Figure 4b shows the crossover case fRR=fif_{RR}=f_{i}. Here, the two resonance peaks visible in the upper panel merge into one. Compared to those two resonances, the merged peak is broader and (for spin locking) has a somewhat anomalous shape (it has a flat top). This property can be understood by noting that the derivative fR/fΔ\partial f_{R}/\partial f_{\Delta} becomes zero at zero detuning.

VI.2 Feedback

Equation (49) hints at feedback effects. The detuning frequency fΔf_{\Delta} changes if the nuclear polarization changes, since the electron feels it as the Overhauser field. However, the polarization rates themselves strongly depend on the detuning. Such mutual dependence of the nuclear polarization rate and its effects, the accumulated nuclear polarization, has been studied at length (see the second paragraph of the introduction and the references therein).

Motivated by those works, we now look at the feedback effects in our system. We start by pointing out one crucial difference. Here, the DNSP polarization is a resonance phenomenon, so that the dependence of the polarization rate on the electron detuning might become (close to resonance) much more sensitive than the dependence in the Pauli spin blockade setups [24]. While this fact will make building up large polarizations more difficult, it might allow for more efficient Overhauser field stabilization and the associated dephasing suppression.

To appreciate this sensitivity, we copy here Eq. (77) derived in Appendix B [it also follows from Eq. (49)]

fΔpi=sgn(ge)2πϕi|Ai|Ii.\frac{\partial f_{\Delta}}{\partial p_{i}}=-\frac{\mathrm{sgn}(g_{e})}{2\pi\hbar}\phi_{i}|A_{i}|I_{i}. (56)

This equation relates changes in the nuclear polarization pip_{i} to changes in the electron detuning at a fixed value of the driving frequency. Evaluating the constants on the right-hand side, we get 25 MHz in natural silicon (it would be sixty times less in isotopically-purified 800 ppm silicon), and from about 7 to 17 GHz for the three isotopes in GaAs. Therefore, especially in the latter material, a tiny change in the nuclear polarization—say a few of 0.01%—can bring the system into and out of the resonance, turning on and off the DNSP rate.

Refer to caption
Refer to caption
Figure 5: System dynamics under DNSP and decay. The parameters are the same as in Fig. 4 except for fRR=5f_{RR}=5 MHz. (a) The two axes give the system state coordinates: the electron detuning on the horizontal axis and the nuclear polarization on the vertical axis. The vectors show the direction and rate at which the system moves from a given configuration. The colored arrows depict the DNSP rate for i=75i=^{75}As, the black arrows denote the spin decay into pi=0p_{i}=0. At a fixed driving frequency the system can move along a line since all vectors throughout the plot are parallel. The position of the line is fixed by the detuning at zero nuclear polarization (empty circle), here fixed to 7-7 MHz. (b) The polarization [’pump’; the right-hand side of Eq. (47a)] and decay [RpiRp_{i}, the right-hand side of Eq. (57)] rates at fixed driving frequency. The equilibrium is where the two rates are equal, denoted by the filled circle.
In (a) the arrows are scaled for visibility: While a larger arrow means a larger rate, the proportionality is not linear for a given color and not to scale between different colors. The arrows’ map is only illustrative. The rate magnitudes are quantitative in (b).

To shed light on the possible system dynamics, we plot the DNSP rates in Fig. 5 in a two-dimensional plot. We assume the ’spin locking’ scenario, see Eq. (47f), where the rates are somewhat larger than for the ’EDSR’ choice.333333A feedback exploiting the EDSR scenario was implemented in Ref. [44]. The horizontal axis is the detuning, the vertical the nuclear polarization. The colored arrows show the polarization rate: the arrow length scales with the rate magnitude and the arrow direction shows which way the system evolves at a fixed driving frequency. The black arrows represent nuclear spin-polarization decay, due to diffusion or other means, according to

tpi=Rpi.\partial_{t}p_{i}=-Rp_{i}. (57)

The decay constant RR depends on the material nuclear spin diffusion constant, the dot geometry, and possibly on the isotope. Since these dependencies might be complicated,343434For example, Ref. [82] converts the observed Overhauser field dynamics into the effective material diffusion constant and finds that its value changes strongly with the magnetic field. it is more practical to extract the decay scale RR from experimental data rather than to calculate it from first principles. Typical decay times of nuclear polarization in dots is from seconds (see Ref. [82] or the estimates of parameter κ\kappa in Appendix H) to minutes (see Fig. 3 in Ref. [36] or Fig. 3e in Ref. [83]).

One can understand the system behavior from Fig. 5a. As a simple example, it shows the rate for 75As isotope in a GaAs dot with the driving frequency fixed to a certain value corresponding to the detuning 7-7 MHz at zero nuclear polarization. This state is denoted by the empty circle in Fig. 5. With the driving frequency fixed, the system can move only along the blue line. It will reach a steady state at a finite positive polarization p=peqp=p_{eq} where the polarization and decay rates are equal (they are shown in Fig. 5b). The system will stay at such finite polarization as long as random (thermal) fluctuations do not take it out of the window where the DNSP rate is sizable. The larger the value of the equilibrium polarization peqp_{eq}, the stronger the forces on the system at the equilibrium and the smaller the fluctuations around the steady state [22, 50].353535The decrease of fluctuations when the forces become larger can be also understood from the model in Appendix H: Eq. (116) states that the fluctuations σΩ2\sigma_{\Omega}^{2} are proportional to the inverse of the decay rate 2/κ2/\kappa. On the other hand, also the more volatile the steady state becomes and the more easily it can be kicked off by thermal fluctuation into p=0p=0. In other words, if peqp_{eq} is large enough, the system will be bistable. What is large enough is decided by the width of the resonance, in turn given also by the inverse of the micromagnet gradient B||B_{||} and additional sources according to the discussion around Eq. (51).

One can consider more complicated evolutions when the driving frequency is changed. A change in the driving frequency translates into a horizontal shift of the blue line. When the system state is represented by the filled circle in the figure, a sudden change of the driving will move it together with the blue line horizontally, that is, keeping the current value of the polarization. In changes that are more adiabatic, the system state will tend to follow the local equilibrium position on the blue line. A simple scenario would be a slow increase of the rf-frequency, starting at a negative detuning fΔ=frffef_{\Delta}=f_{\mathrm{rf}}-f_{e}. The polarization would steadily increase until the equilibrium polarization would become too large to be sustained. The required speed of change of the driving frequency can be read off from Fig. 5b, or directly from a plot like Fig. 4: the optimal speed to built a large polarization is a value somewhat smaller than the polarization rate at the peak, which is a few hundreds of MHz/s for these parameters.

VI.3 Restoring force

To elaborate on the previous section, we next consider the electron spin coherently driven by EDSR with the goal of performing a qubit gate. One typical situation is that the electron is driven at zero detuning and starts polarized along the external field. It differs from the previous by having now pe=±sinγp_{e}=\pm\sin\gamma. We are interested in how the arising DNSP polarization affects gate precision. Specifically, we analyze the DNSP influence on the stability of the desired condition fΔ=0f_{\Delta}=0. Using Eqs. (47) and (49), we get

tfΔ=sgn(pe)sgn(ge)fΔfRR(Xdf2+Xsh2)163×iϕi|Ai|Ii(Ii+1)GΣ(ωRRωi).\begin{split}\partial_{t}f_{\Delta}^{*}&=\mathrm{sgn}(p_{e}^{*})\mathrm{sgn}(g_{e})\frac{f_{\Delta}^{*}}{f_{RR}}\left(X_{\mathrm{df}}^{*2}+X_{\mathrm{sh}}^{*2}\right)\frac{1}{6\hbar^{3}}\\ &\qquad\times\sum_{i}\phi_{i}|A_{i}|I_{i}(I_{i}+1)G_{\Sigma}\left(\omega_{RR}-\omega_{i}\right).\end{split} (58)

To arrive at these formulas, we have used Eq. (37a), expanded Eq. (47a) in the limit around γ0\gamma\approx 0, and, to simplify, dropped the polarization pip_{i} from the right-hand side and used αI\alpha_{I} for the small pnp_{n} limit. The star as the superscript denotes a relation to the limit γ0\gamma\to 0. Specifically, for the matrix elements XshX_{\mathrm{sh}} and XdfX_{\mathrm{df}} the star means that they are evaluated using Eqs. (47b) and (47c) with γ=0\gamma=0. Also, we have added the initial state specification as sgn(pe)\mathrm{sgn}(p_{e}^{*}) with the value +1+1 for the ground state and 1-1 for the excited state. Finally, we also note that except of geg_{e}, pep_{e}^{*}, and fΔf_{\Delta}, quantities in the expression are positive.

Equation (58) describes a simple feedback, since the rate of change of the detuning is proportional to the detuning value. Whether the feedback is negative (fluctuations suppressed) or positive (fluctuations amplified) is decided by the overall sign, the product of signs of the electron gg factor geg_{e} and the initial state pep_{e}^{*}. This latter product can be contracted to ’electron spin initially along 𝐁e\mathbf{B}_{e}’ being the sign 1-1 (negative feedback) and ’electron spin initially opposite to 𝐁e\mathbf{B}_{e}’ being the sign +1 (positive feedback).363636The fact that the feedback switches from positive (‘resonance seeking’) to negative (‘resonance avoiding ) upon inverting the electron spin was pointed out in Ref. [84]. Let us first discuss the first alternative.

A negative feedback means that driving the electron spin stabilizes the desired condition fΔ=0f_{\Delta}=0. To quantify this effect, we write Eq. (58) in the form

tfΔ=ΓfΔ,\partial_{t}f_{\Delta}^{*}=-\Gamma^{*}f_{\Delta}^{*}, (59)

introducing Γ\Gamma^{*} as the feedback strength with the units of inverse time. To assess how efficient the stabilization is, we judge it against the intrinsic thermal fluctuations of the nuclei. However, the comparison is not straightforward, since these thermal fluctuations proceed as a diffusion of the Overhauser field, characterized by a diffusion constant, which is not a rate. To bridge this gap, in Appendix H we describe this diffusion by a bounded random walk model, which contains two parameters: the diffusion constant DΩD_{\Omega} and a time κ\kappa related to the restoring force that keeps the Overhauser-field fluctuations bounded.

The behavior of the system can be then understood as follows: Let us assume that the detuning is set to the desired value fΔ=0f_{\Delta}=0. At this value, the polarization rate is zero. The detuning will diffuse away from the desired condition according to the diffusion constant DΩD_{\Omega}. This short-time diffusion speed is not affected by the DNSP and the feedback. Without any feedback, the Overhauser field will reach the long-time variance σΩ2=DΩκ/2\sigma_{\Omega}^{2}=D_{\Omega}\kappa/2. In Appendix H we show that the restoring force in this process can be represented in a form identical to Eq. (59) upon identifying the constant Γ\Gamma with 1/κ1/\kappa. Thus, one can assign an intrinsic restoring force Γ01/κth\Gamma_{0}\equiv 1/\kappa_{\mathrm{th}} to the thermal diffusion. The DNSP feedback increases the restoring force by adding Γ1/κfb\Gamma^{*}\equiv 1/\kappa_{\mathrm{fb}} to the intrinsic component. The fluctuations are then described by the variance

σΩ2=DΩ(1κth+1κfb)1.\sigma_{\Omega}^{*2}=D_{\Omega}\left(\frac{1}{\kappa_{\mathrm{th}}}+\frac{1}{\kappa_{\mathrm{fb}}}\right)^{-1}. (60)

To quantify the efficiency, one should compare the intrinsic rate Γ0\Gamma_{0} to the one due to feedback Γ\Gamma^{*}. If ΓΓ0\Gamma^{*}\ll\Gamma_{0}, the feedback is negligible. If ΓΓ0\Gamma^{*}\gg\Gamma_{0}, the feedback substantially decreases the magnitude of the fluctuations, cutting the resulting variance by factor Γ/Γ0\Gamma^{*}/\Gamma_{0}.

Refer to caption
Figure 6: Stabilization by feedback in GaAs. The EDSR-driven electron starts in its ground state and precesses around an in-plane axis of the Bloch sphere, meaning fΔ=0f_{\Delta}=0. The plot shows the restoring rate Γ\Gamma^{*} as a function of the Rabi frequency at resonance for the three isotopes. We took Tburst=Tcycle=1T_{\mathrm{burst}}=T_{\mathrm{cycle}}=1 μ\mus, zero additional broadening, and the remaining parameters as in Fig. 1. The value in the box is the expected range for the intrinsic restoring force Γ0=κth1\Gamma_{0}=\kappa_{\mathrm{th}}^{-1}. The analogous figure for an electron qubit in Si is in Appendix F.2 and for a hole qubit in SiGe in Appendix I.

We plot the quantity Γ\Gamma^{*} in Fig. 6. It shows that the DNSP-induced feedback might be indeed substantial, with Γ\Gamma^{*} larger than Γ0\Gamma_{0} by up to two or three orders of magnitude for our parameters at the resonance with the arsenic isotope. The effect on the gate fidelity is more complicated, since the feedback depends on the initial state. While for some input states the feedback improves the fidelity by stabilizing the detuning, the effects are opposite for other input states. Concerning gate fidelities, it seems advisable to keep the system away from the Hartmann-Hahn resonance.

VI.4 Closing remarks

We note that the simplified picture presented in the above by discussing a single isotope is complicated in GaAs by having three different isotopes with different resonance frequencies. Still, the DNSP rates depend, through the actual value of the detuning, only on the sum of the corresponding Overhauser fields. The simplest-looking scheme to stabilize the total Overhauser field is to use the Hartmann-Hahn resonance of a single isotope with the most efficient polarization, being 75As in our estimates.

Let us also reiterate a point crucial for both observing and exploiting the DNSP rates discussed in this paper. As already stressed several times, these rates are resonance phenomena, sensitive to the electron detuning, in turn to its Larmor frequency. A change in the frequency by a few MHz can substantially change the polarization rates. Therefore, adjusting the driving frequency to the instantaneous value of the electron Larmor frequency is essential. It can be possibly done by periodic estimation of this frequency [34, 36]. Another possibility is to use chirps of the driving frequency[85, 64].

Let us conclude by saying that there is room for more investigations of feedback effects based on Hartmann-Hahn DNSP in gated quantum dots.

VII Conclusions

In this paper, we have investigated dynamical nuclear spin polarization arising in a quantum dot with a single electron whose spin is electrically driven to perform Rabi oscillations. We considered the coherent regime where many Rabi oscillations happen before the electron leaves the dot or its spin decoheres. In this regime, the electron spin can polarize nuclear spins in the quantum dot volume through an analog to the Hartmann-Hahn effect known from NMR [47]. This is a resonance phenomenon, occurring when the electron Rabi frequency becomes equal to the nuclear Larmor frequency.

We have derived the corresponding nuclear-spin polarization rate under general conditions in Sec. IV so that the main result, Eq. (47), covers both GaAs and Si dots, and, with slight adjustments,373737We give the main result, Eq. (47), assuming isotropic hyperfine tensor, 𝐬𝐈\propto\mathbf{s}\cdot\mathbf{I}. It remains unchanged for ‘secular’ hyperfine tensor, szIzs_{z}I_{z}. If additional, ‘non-secular’, terms are present, often the case for holes, they will generate additional terms in Eq. (94), which need to be reflected in Eq. (47) using Table 2. Also, since micromagnets are not needed for hole spin qubits [86, 87, 88], the micromagnet-related parameters entering Eq. (47) need to be reinterpreted as discussed in Sec. V, see especially Eqs. (51) and (52). even Ge or Si hole dots.

When converted to changes in the electron detuning from the Rabi resonance, the nuclear-spin polarization rates in GaAs reach tens to hundreds of MHz/s. The theory fares well with a preliminary measurement in a GaAs sample presented in Fig. 1. In Si, the rates are orders of magnitude smaller. While we do not present data for Si, our theory predicts rates of order tens of kHz/s.

We have identified two essential differences to the standard Hartmann-Hahn scenario: (1) The micromagnet magnetic-field gradient slightly deflects the spin-quantization axes of the electron and nuclei. (2) The electric driving slightly wiggles the electron with respect to the atomic lattice. These two effects correspond to two different mechanisms of polarization. In Sec. V, we have reasoned that the polarization will be present even in samples without a micromagnet, and we have provided estimates with which a polarization rate can be assigned to this scenario.

Finally, we have analyzed the feedback in the system. It stems from the fact that the polarization rate is sensitive to the electron detuning from the Rabi resonance, which in turn is sensitive to the accumulated nuclear polarization through the Overhauser field. In Sec. VI, we have looked at the possibility of reaching a sizable nuclear polarization and the consequences of the Hartmann-Hahn resonance on the fidelity of a gate implemented as coherent Rabi precession. Concerning the first, the achievable nuclear polarization is ultimately set by how sharp the resonance can be made, in turn dependent on the electron spin coherence and the micromagnet gradient. If used as active feedback, we estimate that exploiting the resonance can decrease the fluctuations of the Overhauser field by two or more orders of magnitude (in GaAs). Concerning the gate fidelities, we have found that it is improved for some input states and worsened for others. We do not evaluate the fidelities, and remain at the advice of avoiding the resonance when implementing quantum gates on an electron or hole spin qubit.

Acknowledgements.
PS would like to thank Minoru Kawamura for a useful discussion. We thank for the financial support from CREST JST grant No. JPMJCR1675, JST Moonshot R&D grant No. JPMJMS226B-1, JST PRESTO grant No. JPMJPR2017, JSPS KAKENHI grant No. 18H01819 and from the Swiss National Science Foundation and NCCR SPIN grant No. 51NF40-180604.

Appendix A Density of nuclear Larmor frequencies

Refer to caption
Figure 7: Cumulative distribution of the effective number of nuclei. The horizontal axis shows both the real space coordinate xx, here along the gradient of the longitudinal component of the magnetic field, and the nuclear Larmor frequency. The frequency increases monotonically with xx and in the dot center it equals ωi\omega_{i}.

In this section, we introduce the distribution gg used in Eq. (45) to replace the summation over discrete nuclei. The quantity being summed contains a factor v02|Ψn|4v_{0}^{2}|\Psi_{n}|^{4}, arising from the square of the right-hand side of Eq. (4). Here, we have denoted ΨnΨ(𝐫n,zn)\Psi_{n}\equiv\Psi(\mathbf{r}_{n},z_{n}). Therefore, let us consider

nsetv02|Ψn|4×constants,\sum_{n\in\mathrm{set}}v_{0}^{2}|\Psi_{n}|^{4}\times\mathrm{constants}, (61)

where the ‘set’ defines which nuclei are included. In our case, it is nuclei of isotope ii with a given Larmor frequency. Also, ‘constants’ are further terms that can depend on the isotope, but not on the nucleus spatial position. Since such constants only propagate through all the formulas below, we omit them. We rewrite the sum as

1Ntot2nsetNtot2v02|Ψn|4.\frac{1}{N_{\mathrm{tot}}^{2}}\sum_{n\in\mathrm{set}}N_{\mathrm{tot}}^{2}v_{0}^{2}|\Psi_{n}|^{4}. (62)

taking out a dimensionless factor Ntot2N_{\mathrm{tot}}^{-2}. In line with the existing literature, we move this factor into the matrix elements XX, see Eqs. (47b)-(47c). These matrix elements then contain the ‘average’ hyperfine strength Ai/NtotA_{i}/N_{\mathrm{tot}}. The dividing factor, written suggestively as NtotN_{\mathrm{tot}}, is interpreted as the total (counting all isotopes) effective number of atomic nuclei within the dot, defining it by

Ntot=1v0d𝐫dz|Ψ(𝐫,z)|4.N_{\mathrm{tot}}=\frac{1}{v_{0}\int\mathrm{d}\mathbf{r}\,\mathrm{d}z|\Psi(\mathbf{r},z)|^{4}}. (63)

With this rescaling, the sum that we are interested in is

nsetNtot2v02|Ψn|4.\sum_{n\in\mathrm{set}}N_{\mathrm{tot}}^{2}v_{0}^{2}|\Psi_{n}|^{4}. (64)

Since the nuclear Larmor frequency is a smooth function of the nuclear position, we replace the discrete summation by integration in space with the three-dimensional volume element dV\mathrm{d}V. As we only include the isotope ii, the volume density of nuclei is ϕi/v0\phi_{i}/v_{0}. We get

DdVϕiv0Ntot2v02|Ψ|4,\int_{D}\mathrm{d}V\frac{\phi_{i}}{v_{0}}N_{\mathrm{tot}}^{2}v_{0}^{2}|\Psi|^{4}, (65)

where the restriction nsetn\in\mathrm{set} has been expressed as a volume DD. We define NiϕiNtotN_{i}\equiv\phi_{i}N_{\mathrm{tot}} as the effective number of isotope-ii nuclei, and use Eq. (63) to finally get

dNi=NidV|Ψ|4dV|Ψ|4,\mathrm{d}N_{i}=N_{i}\frac{\mathrm{d}V|\Psi|^{4}}{\int\mathrm{d}V|\Psi|^{4}}, (66)

as the effective number of nuclei of isotope ii within a volume element dV\mathrm{d}V. In this expression, the denominator normalizes the density dVNi|Ψ|4\mathrm{d}VN_{i}|\Psi|^{4} into a dimensionless quantity. If integrated over all space, it gives the effective number of isotope-ii nuclei in the dot.

We now consider the desired restriction on the nuclei included in the sum, being a given value of their Larmor frequency. The latter is proportional to the magnitude of the magnetic field at the position of the corresponding nucleus, BnB_{n}. In the lowest order of the magnetic-field gradients and neglecting the shifts along the zz coordinate, this magnitude varies linearly over the dot in-plane coordinates,

B(xn)B(x0)+(xnx0)||B,B(x_{n})\approx B(x_{0})+(x_{n}-x_{0})\nabla_{||}B, (67)

where we choose the in-plane coordinates such that xx is along the gradient of the magnetic field longitudinal component (the component along the direction of the magnetic field at the dot center; see also Appendix D) and ||B\nabla_{||}B is the magnitude of this gradient.

The restriction on the nuclear Larmor frequency is then a restriction on the xx-coordinate, and we can integrate out the remaining two coordinates yy and zz,

dNi=Ni2lπexp(2(xx0)2l2)dx,\mathrm{d}N_{i}=N_{i}\frac{\sqrt{2}}{l\sqrt{\pi}}\exp\left(-\frac{2(x-x_{0})^{2}}{l^{2}}\right)\mathrm{d}x, (68)

where we have used the Gaussian form for the in-plane wave function, Eq. (1).

The desired density can be now obtained from the cumulative distribution (see Fig. 7 for an illustration)

ωg(ω)dω=x(ω)dNiNi=x(ω)2lπexp(2(xx0)2l2)dx,\begin{split}\int_{-\infty}^{\omega}g(\omega)\mathrm{d}\omega&=\int_{-\infty}^{x(\omega)}\frac{\mathrm{d}N_{i}}{N_{i}}\\ &=\int_{-\infty}^{x(\omega)}\frac{\sqrt{2}}{l\sqrt{\pi}}\exp\left(-\frac{2(x^{\prime}-x_{0})^{2}}{l^{2}}\right)\mathrm{d}x^{\prime},\end{split} (69)

where x(ω)x(\omega) is the coordinate at which the Larmor frequency is ω\omega. It can be obtained from the relation

ωωiωi=(x(ω)x(ωi))||BB,\frac{\omega-\omega_{i}}{\omega_{i}}=\Big{(}x(\omega)-x(\omega_{i})\Big{)}\frac{\nabla_{||}B}{B}, (70)

where ωi\omega_{i} is the (isotope-dependent) nuclear Larmor frequency at the dot center, x(ωi)=x0x(\omega_{i})=x_{0}.

Differentiating Eq. (69) with respect to ω\omega, and using Eq. (70), we get

gi(ω)=1ωiBl||B2πexp[2(ωωiωiBl||B)2].g_{i}(\omega)=\frac{1}{\omega_{i}}\frac{B}{l\nabla_{||}B}\frac{\sqrt{2}}{\sqrt{\pi}}\exp\left[-2\left(\frac{\omega-\omega_{i}}{\omega_{i}}\frac{B}{l\nabla_{||}B}\right)^{2}\right]. (71)

The first term sets the scale, the rest is a dimensionless peak profile centered at ω=ωi\omega=\omega_{i}. It encodes the resonance character of the problem: since the nuclear gg factors differ for different isotopes, they become resonant at different values of the electron Rabi frequency ωR\omega_{R}. The width of resonance is a fraction of the nuclear Larmor frequency proportional to the gradient of the magnetic-field longitudinal component.

Appendix B DNSP rate expressed as the detuning change

Here, we give the electron Larmor frequency including the contribution from the nuclear polarization. While the formulas might look too straightforward even for an appendix, they might be useful when considering materials with different signs of the gg factors.

The electron spin couples to the external magnetic field and the effective field arising from polarized nuclei, called also the Overhauser field,

HeZ=geμB𝐁𝐬+iϕiAiIipi𝐳n𝐬.H_{e}^{Z}=g_{e}\mu_{B}\mathbf{B}\cdot\mathbf{s}+\sum_{i}\phi_{i}A_{i}I_{i}p_{i}\mathbf{z}_{n}\cdot\mathbf{s}. (72)

We used the definition of the polarization pip_{i} to be along the unit vector 𝐳n=sgn(gn)𝐁/B\mathbf{z}_{n}=\mathrm{sgn}(g_{n})\mathbf{B}/B. With this, and using also Ai=sgn(gi)|Ai|A_{i}=\mathrm{sgn}(g_{i})|A_{i}|, we can write the above Hamiltonian as

HeZ=sgn(ge)|ge|μB𝐁𝐬(1+iϕi|Ai|Iipisgn(ge)|ge|μBB).H_{e}^{Z}=\mathrm{sgn}(g_{e})|g_{e}|\mu_{B}\mathbf{B}\cdot\mathbf{s}\left(1+\sum_{i}\phi_{i}|A_{i}|I_{i}p_{i}\frac{\mathrm{sgn}(g_{e})}{|g_{e}|\mu_{B}B}\right). (73)

The electron Larmor frequency is the magnitude of the vector multiplying the electron spin operator,

ωe=|ge|μBB|1+iϕi|Ai|Iipisgn(ge)|ge|μBB|.\hbar\omega_{e}=|g_{e}|\mu_{B}B\left|1+\sum_{i}\phi_{i}|A_{i}|I_{i}p_{i}\frac{\mathrm{sgn}(g_{e})}{|g_{e}|\mu_{B}B}\right|. (74)

Most often, the nuclear polarization is not so large as to make the Overhauser field bigger than the external field. Then, the second term inside the absolute value is smaller in magnitude than the first, making their sum positive and the absolute value sign unnecessary,

ωe=|ge|μBB+sgn(ge)iϕi|Ai|Iipi.\hbar\omega_{e}=|g_{e}|\mu_{B}B+\mathrm{sgn}(g_{e})\sum_{i}\phi_{i}|A_{i}|I_{i}p_{i}. (75)

We can now covert the DNSP polarization rate into the rate of change of the electron Larmor frequency and the detuning,

tfΔ=tfe=sgn(ge)2πiϕi|Ai|Iitpi,\partial_{t}f_{\Delta}=-\partial_{t}f_{e}=-\frac{\mathrm{sgn}(g_{e})}{2\pi\hbar}\sum_{i}\phi_{i}|A_{i}|I_{i}\partial_{t}p_{i}, (76)

the first equation following from our definition fΔ=frffef_{\Delta}=f_{\mathrm{rf}}-f_{e}. Finally, we note the relation between the change of the electron detuning with respect to the change in the nuclear polarization,

fΔpi=sgn(ge)2πϕi|Ai|Ii.\frac{\partial f_{\Delta}}{\partial p_{i}}=-\frac{\mathrm{sgn}(g_{e})}{2\pi\hbar}\phi_{i}|A_{i}|I_{i}. (77)

It becomes useful when considering possible feedback in the system.

Appendix C Derivation of Eq. (36)

Refer to caption
Figure 8: Spin polarization transitions. The diagram shows the states of a system composed of an electron spin and a nuclear spin, the latter illustrated for I=3/2I=3/2. The electron spin can be either up or down, with corresponding probabilities pep^{e}_{\uparrow} and pep^{e}_{\downarrow}. The nuclear spin can be in one of the four states, with corresponding probabilities pjnp^{n}_{j}. The matrix element +\mathcal{I}_{+} connects states as denoted by the blue lines. A transition increasing the nuclear polarization corresponds to going along one of the blue lines upwards, from left to right.

Here, we derive Eq. (36). The line over the left-hand side of that equation denotes the average over the probability distributions, or density matrices, of the electron and the nuclear spin. Figure 8 helps to visualize the transitions, and shows why the matrix element +\mathcal{I}_{+} should be averaged together with (and not independently to) the polarization pzp_{z}.

To perform the calculation, one needs to quantify the probabilities of the basis states |sj|sj\rangle. As explained in the main text, we consider them separable into the corresponding probabilities for the electron spin ss and the nuclear spin jj, psj=psepjnp_{sj}=p^{e}_{s}p^{n}_{j}. With the electron spin having only two states available, their probabilities can be expressed through a single number, let us denote it by pep_{e}, because of the normalization pe+pe=1p^{e}_{\uparrow}+p^{e}_{\downarrow}=1. Namely,

pe=12(1+pe),\displaystyle p^{e}_{\uparrow}=\frac{1}{2}\left(1+p_{e}\right), (78a)
pe=12(1pe).\displaystyle p^{e}_{\downarrow}=\frac{1}{2}\left(1-p_{e}\right). (78b)

These relations then define pep_{e} as the initial electron-spin-polarization along the axis 𝐨e{\mathbf{o}_{e}}, and lead to Eq. (47f).

On the other hand, there might be more than two nuclear spin states in general. Still, we define the nuclear polarization by

pnIzI=1Ij=IIjpjn.p_{n}\equiv\frac{\langle I_{z}\rangle}{I}=\frac{1}{I}\sum_{j=-I}^{I}jp^{n}_{j}. (79)

This single number, together with the normalization jpjn=1\sum_{j}p^{n}_{j}=1, is not enough to specify the probabilities pjnp_{j}^{n} uniquely.383838For example, the occupations of the four sublevels of spin 3/2 got far from thermal distribution under the feedback employed in Ref. [42]. Nevertheless, starting with

pz(0)|+|2¯=jpj|,j+1|sI+|j|2pj|,j1|s+I|j|2,\begin{split}\overline{p_{z}(0)|\mathcal{I}_{+}|^{2}}=\sum_{j}&p_{\uparrow j}|\langle\downarrow,j+1|s_{-}I_{+}|j\uparrow\rangle|^{2}\\ &-p_{\downarrow j}|\langle\uparrow,j-1|s_{+}I_{-}|j\downarrow\rangle|^{2},\end{split} (80)

it is a few-line algebra to get

pz(0)|+|2¯=Iz+pe[I(I+1)Iz2].\overline{p_{z}(0)|\mathcal{I}_{+}|^{2}}=-\langle I_{z}\rangle+p_{e}\left[I(I+1)-\langle I_{z}^{2}\rangle\right]. (81)

Equation (80) expresses the rate (proportionality factor) for building the nuclear polarization as the difference of the rates for transitions increasing the value of spin jj and the rate decreasing it, see Fig. 8. Using the definition of pnp_{n} we can then write

pz(0)|+|2¯\displaystyle\overline{p_{z}(0)|\mathcal{I}_{+}|^{2}} =I×(peαI(pn)pn),\displaystyle=I\times\left(p_{e}\alpha_{I}(p_{n})-p_{n}\right), (82a)
αI(pn)\displaystyle\alpha_{I}(p_{n}) (I+1)Iz2/I.\displaystyle\equiv(I+1)-\langle I_{z}^{2}\rangle/I. (82b)

For small nuclear polarization, one has Iz2=I(I+1)/3+O(pn2)\langle I_{z}^{2}\rangle=I(I+1)/3+O(p_{n}^{2}). For the opposite limit, pn1p_{n}\to 1, we got Iz2=I2O[(1pn)]\langle I_{z}^{2}\rangle=I^{2}-O[(1-p_{n})]. Therefore

αI\displaystyle\alpha_{I} =23(I+1),\displaystyle=\frac{2}{3}(I+1),\quad forpn0,\displaystyle\mathrm{for}\,\,p_{n}\to 0, (83a)
αI\displaystyle\alpha_{I} =1,\displaystyle=1,\quad forpn1.\displaystyle\mathrm{for}\,\,p_{n}\to 1. (83b)

At intermediate polarization, α\alpha will be somewhere between these two limiting values. For spin one-half the two limiting values are the same and α=1\alpha=1 for any pnp_{n}.

Appendix D Derivation of Eq. (40)

Our goal is to calculate the transition matrix element

Y=s,j|δ𝐈Jn(2s)𝐬|s,j.Y=\langle s^{\prime},j^{\prime}|\delta\mathbf{I}\cdot{J_{n}^{\prime}}^{(-2s)}\cdot\mathbf{s}|s,j\rangle. (84)

Here, the spin indexes are related by Eq. (27), the corresponding quantization axes are 𝐨e{\mathbf{o}_{e}} and 𝐳n\mathbf{z}_{n}, see Eq. (28), and the time-dependent tensor Jn{J_{n}^{\prime}} is defined in Eqs. (17), (19), and (39). Using these relations, and choosing s=1/2s=1/2, we write the matrix element in a more concrete form

Y=,j+1|δ𝐈Jn(1)𝐬|,j.Y=\langle\downarrow,j+1|\delta\mathbf{I}\cdot{J_{n}^{\prime}}^{(-1)}\cdot\mathbf{s}|\uparrow,j\rangle. (85)

We now do two straightforward transformations. First, we express the spin-operator vectors in coordinates aligned with their quantization axes. For example, the electron spin \uparrow is an eigenstate of the operator

σ𝐨e𝝈𝐨e=𝝈R𝐳e𝐨e[𝐳e]=(R𝐳e𝐨e1[𝝈])𝐳e,\sigma_{{\mathbf{o}_{e}}}\equiv\boldsymbol{\sigma}\cdot{\mathbf{o}_{e}}=\boldsymbol{\sigma}\cdot R_{\mathbf{z}_{e}\to{\mathbf{o}_{e}}}[\mathbf{z}_{e}]=\left(R^{-1}_{\mathbf{z}_{e}\to{\mathbf{o}_{e}}}[\boldsymbol{\sigma}]\right)\cdot\mathbf{z}_{e}, (86)

where we denote R𝐧𝐦R_{\mathbf{n}\to\mathbf{m}} a rotation operator taking unit vector 𝐧\mathbf{n} to unit vector 𝐦\mathbf{m}. Second, we introduce ‘ladder’ operators for spins; for example,

(σxσyσz)=(1/21/20i/2i/20001)(σ+σσz).\left(\begin{tabular}[]{c}$\sigma_{x}$\\ $\sigma_{y}$\\ $\sigma_{z}$\end{tabular}\right)=\left(\begin{tabular}[]{ccc}$1/2$&$1/2$&0\\ $-\mathrm{i}/2$&$\mathrm{i}/2$&0\\ 0&0&1\end{tabular}\right)\cdot\left(\begin{tabular}[]{c}$\sigma_{+}$\\ $\sigma_{-}$\\ $\sigma_{z}$\end{tabular}\right). (87)

With these, the operator of interest can be written

δ𝐈Jn(1)𝐬=δ𝐈𝐳n,L(LTR𝐳e𝐳nTJn(1)R𝐳e𝐨eL)σ𝐨e,L,\delta\mathbf{I}\cdot{J_{n}^{\prime}}^{(-1)}\cdot\mathbf{s}=\delta\mathbf{I}_{\mathbf{z}_{n},L}\cdot\left(L^{\mathrm{T}}R^{\mathrm{T}}_{\mathbf{z}_{e}\to\mathbf{z}_{n}}{J_{n}^{\prime}}^{(-1)}R_{\mathbf{z}_{e}\to{\mathbf{o}_{e}}}L\right)\cdot\mathbf{\sigma}_{{\mathbf{o}_{e}},L}, (88)

where LL is the three by three matrix in Eq. (87) and the subscript (𝐧,L)(\mathbf{n},L) on the spin-operator vector states that the vector components are in the ladder operators basis in the coordinate frame with its third axis along 𝐧\mathbf{n}. The advantage of such transformation is that in this basis we can treat the spin quantum numbers s,js,j as representing the ‘usual’ basis with the spin quantization axis along ‘zz’. Also, as the only possibly nonzero component of the polarization 𝐈\langle\mathbf{I}\rangle is z, we can drop the polarization, δ𝐈𝐈\delta\mathbf{I}\to\mathbf{I}, and get the matrix element in Eq. (85) as

Y=,j+1|I+[Jn(t)M(t)]+(1)s|,jX+,\begin{split}Y&=\langle\downarrow,j+1|I_{+}[J_{n}(t)M(t)]^{(-1)}_{+-}s_{-}|\uparrow,j\rangle\equiv X\mathcal{I}_{+},\end{split} (89)

where we used Eq. (19) and Eq. (15) with the time dependence according to Eq. (11), to express the element through the following short hands:

+\displaystyle\mathcal{I}_{+} =,j+1|I+s|,j,\displaystyle=\langle\downarrow,j+1|I_{+}s_{-}|\uparrow,j\rangle, (90)
X\displaystyle X =[Jn(t)M(t)]+(1),\displaystyle=[J_{n}(t)M(t)]^{(-1)}_{+-}, (91)
Jn(t)\displaystyle J_{n}(t) =Jn(12𝐝(t)(𝐫𝐫0)l2cos(ωrftϕrf)),\displaystyle=J_{n}\left(1-2\frac{\mathbf{d}(t)\cdot(\mathbf{r}-\mathbf{r}_{0})}{l^{2}}\cos(\omega_{\mathrm{rf}}t-\phi_{\mathrm{rf}})\right), (92)
M(t)\displaystyle M(t) =LTR𝐳e𝐳nTR𝐳n,ωrftR𝐳e,ωrft1R𝐳e𝐨eL.\displaystyle=L^{\mathrm{T}}R^{\mathrm{T}}_{\mathbf{z}_{e}\to\mathbf{z}_{n}}R_{\mathbf{z}_{n},\omega_{\mathrm{rf}}t}R_{\mathbf{z}_{e},\omega_{\mathrm{rf}}t}^{-1}R_{\mathbf{z}_{e}\to{\mathbf{o}_{e}}}L. (93)

In the last line, we used an alternative notation for rotations, putting R𝐧,αR_{\mathbf{n},\alpha} for the matrix implementing rotation around unit vector 𝐧\mathbf{n} by angle α\alpha.

Fourier matrix elements in ladder basis
index kk M++(k)M_{++}^{(k)} M+(k)M_{+-}^{(k)} M+(k)M_{-+}^{(k)} M(k)M_{--}^{(k)}
     0\,\,\,\,\,0 eiδ(sinγ1)(1+cosδ)8\frac{e^{\mathrm{i}\delta^{\prime}}(\sin\gamma-1)(1+\cos\delta)}{8} eiδ(sinγ+1)(1+cosδ)8\frac{e^{\mathrm{i}\delta^{\prime}}(\sin\gamma+1)(1+\cos\delta)}{8} eiδ(sinγ+1)(1+cosδ)8\frac{e^{-\mathrm{i}\delta^{\prime}}(\sin\gamma+1)(1+\cos\delta)}{8} eiδ(sinγ1)(1+cosδ)8\frac{e^{-\mathrm{i}\delta^{\prime}}(\sin\gamma-1)(1+\cos\delta)}{8}
1-1 cosγsinδ4\frac{\cos\gamma\sin\delta}{4} cosγsinδ4\frac{\cos\gamma\sin\delta}{4} 0 0
+1+1 0 0 cosγsinδ4\frac{\cos\gamma\sin\delta}{4} cosγsinδ4\frac{\cos\gamma\sin\delta}{4}
2-2 eiδ(sinγ+1)(cosδ1)8\frac{e^{-\mathrm{i}\delta^{\prime}}(\sin\gamma+1)(\cos\delta-1)}{8} eiδ(sinγ1)(cosδ1)8\frac{e^{-\mathrm{i}\delta^{\prime}}(\sin\gamma-1)(\cos\delta-1)}{8} 0 0
+2+2 0 0 eiδ(sinγ1)(cosδ1)8\frac{e^{\mathrm{i}\delta^{\prime}}(\sin\gamma-1)(\cos\delta-1)}{8} eiδ(sinγ+1)(cosδ1)8\frac{e^{\mathrm{i}\delta^{\prime}}(\sin\gamma+1)(\cos\delta-1)}{8}

Table 1: Matrix elements of M(t)M(t) defined in Eq. (93). We do not give the elements MzM_{z\cdot} and MzM_{\cdot z} as they do not couple resonant states. The elements have symmetry Mff(k)=(Mf¯,f¯(k))M^{(k)}_{ff^{\prime}}=(M^{(-k)}_{\overline{f},\overline{f}^{\prime}})^{*}, which we interpret as the amplitude for a spin-spin transition at energy quantum kk being complex conjugate of a reverse transition at opposite energy. Here, the index inversion is defined by +¯=\overline{+}=-, ¯=+\overline{-}=+, and z¯=z\overline{z}=z.

Since Jn(t)J_{n}(t) contains only 1-1, 0, and +1+1 Fourier components, to get the component ±1\pm 1 of the product Jn(t)M(t)J_{n}(t)M(t), we need the Fourier components of M(t)M(t) up to ±2\pm 2. They are given in Table 1 for the parts of interest. The desired matrix element is

X[Jn(t)M(t)]+(1)=Jn(1)M+(0)+Jn(0)M+(1)+Jn(1)M+(2),\begin{split}X&\equiv[J_{n}(t)M(t)]^{(-1)}_{+-}\\ &=J_{n}^{(-1)}M^{(0)}_{+-}+J_{n}^{(0)}M^{(-1)}_{+-}+J_{n}^{(1)}M^{(-2)}_{+-},\end{split} (94)

and the three terms are, respectively,

\displaystyle- Jn1+cosδ8ei(ϕrf+δ)(1+sinγ)𝐝(t)(𝐫𝐫0)l2,\displaystyle J_{n}\frac{1+\cos\delta}{8}e^{\mathrm{i}(\phi_{\mathrm{rf}}+\delta^{\prime})}(1+\sin\gamma)\frac{\mathbf{d}(t)\cdot(\mathbf{r}-\mathbf{r}_{0})}{l^{2}}, (95a)
Jnsinδ4cosγ,\displaystyle J_{n}\frac{\sin\delta}{4}\cos\gamma, (95b)
\displaystyle- Jn1cosδ8ei(ϕrf+δ)(1sinγ)𝐝(t)(𝐫𝐫0)l2,\displaystyle J_{n}\frac{1-\cos\delta}{8}e^{-\mathrm{i}(\phi_{\mathrm{rf}}+\delta^{\prime})}(1-\sin\gamma)\frac{\mathbf{d}(t)\cdot(\mathbf{r}-\mathbf{r}_{0})}{l^{2}}, (95c)

where δ\delta^{\prime} and δ\delta are the two Euler angles of the rotation R𝐳e𝐳n=R𝐳e,δR𝐲e,δR_{\mathbf{z}_{e}\to\mathbf{z}_{n}}=R_{\mathbf{z}_{e},\delta^{\prime}}\circ R_{\mathbf{y}_{e},\delta}, see Fig. 2.

For realistic micromagnet gradients and quantum dot sizes, the change of the magnetic field across the quantum dot is small compared to the magnetic field magnitude. The angle δ\delta is then close to either 0, when sgn(gegi)=1\mathrm{sgn}(g_{e}g_{i})=-1 (the case of both Si and GaAs conduction band), or π\pi, when sgn(gegi)=+1\mathrm{sgn}(g_{e}g_{i})=+1. Out of the two terms in Eqs. (95a) and (95c), these two scenarios imply that the second or the first can be neglected, respectively. The matrix elements in Eq. (95) show that these two scenarios map to each other upon inverting the sign of γ\gamma. Therefore, the relative sign of the electron and nuclear gg factors implies no essential difference for the arising DNSP rate magnitude.

Matrix element value
M+(0)M_{+-}^{(0)} 1+sinγ8((Jxxcosδ+Jyy+iJxycosδiJyx)cosδ(Jzx+iJzy)sinδ+(iJxxJyx+Jyxcosδ+iJyycosδ)sinδ)\frac{1+\sin\gamma}{8}\Big{(}(J_{xx}\cos\delta+J_{yy}+iJ_{xy}\cos\delta-iJ_{yx})\cos\delta^{\prime}-(J_{zx}+iJ_{zy})\sin\delta+(iJ_{xx}-J_{yx}+J_{yx}\cos\delta+iJ_{yy}\cos\delta)\sin\delta^{\prime}\Big{)}
M+(1)M_{+-}^{(-1)} cosγ4((JxzcosδiJyz)cosδJzzsinδ+(Jyzcosδ+iJxz)sinδ)-\frac{\cos\gamma}{4}\Big{(}(J_{xz}\cos\delta-iJ_{yz})\cos\delta^{\prime}-J_{zz}\sin\delta+(J_{yz}\cos\delta+iJ_{xz})\sin\delta^{\prime}\Big{)}
M+(+1)M_{+-}^{(+1)} 0
M+(2)M_{+-}^{(-2)} 1+sinγ8((JxxcosδJyyiJxycosδiJyx)cosδ(JzxiJzy)sinδ+(iJxx+Jxy+JyxcosδiJyycosδ)sinδ)\frac{-1+\sin\gamma}{8}\Big{(}(J_{xx}\cos\delta-J_{yy}-iJ_{xy}\cos\delta-iJ_{yx})\cos\delta^{\prime}-(J_{zx}-iJ_{zy})\sin\delta+(iJ_{xx}+J_{xy}+J_{yx}\cos\delta-iJ_{yy}\cos\delta)\sin\delta^{\prime}\Big{)}
M+(+2)M_{+-}^{(+2)} 0
Table 2: Matrix elements of M(t)M(t) defined in Eq. (93) for a general hyperfine interaction, given by IisjJijI_{i}s_{j}J_{ij}. We give only the elements M+M_{+-}. The symmetry Mff(k)=(Mf¯,f¯(k))M^{(k)}_{ff^{\prime}}=(M^{(-k)}_{\overline{f},\overline{f}^{\prime}})^{*} still holds.

On the other hand, the micromagnet gradient makes the angles δ,δ\delta,\delta^{\prime} dependent on the position within the dot, complicating the analysis. We consider a simplified scenario. The restriction is insignificant for the results presented in this paper, but simplifies the notation and calculations. Namely, the gradient of the magnetic field at the dot position is given by the tensor iBj\nabla_{i}\langle B_{j}\rangle.393939The derivative is with respect to the dot center 𝐫0\mathbf{r}_{0}. For in-plane displacements, the six derivatives, x0𝐁\nabla_{x_{0}}\langle\mathbf{B}\rangle and y0𝐁\nabla_{y_{0}}\langle\mathbf{B}\rangle, enter the problem. We split them to the gradient of the field along its direction (also denoted as the field longitudinal component), (𝐁𝐳e)\boldsymbol{\nabla}(\langle\mathbf{B}\rangle\cdot\mathbf{z}_{e}), and the two gradients of the two remaining transverse components. The former is important for the resonance width, see Eq. (71) in Appendix A. The latter can be represented by a two by two matrix, schematically denoted by (𝐁×𝐳e)\boldsymbol{\nabla}(\langle\mathbf{B}\rangle\times\mathbf{z}_{e}). Our simplified scenario corresponds to neglecting the smaller-in-magnitude of the two singular values w1w_{1} and w2w_{2} of this matrix. Assuming w1w_{1} is the larger one, the component of the magnetic field perpendicular to 𝐳e\mathbf{z}_{e} is given by (𝐫𝐫0)𝐮1w1𝐯1(\mathbf{r}-\mathbf{r}_{0})\cdot\mathbf{u}_{1}w_{1}\mathbf{v}_{1}, where 𝐮i\mathbf{u}_{i} and 𝐯i\mathbf{v}_{i} are the unit vectors from the singular value decomposition.404040We use the notation of Chapter 2.9 of Ref. [89]. See therein for details on the singular value decomposition. More important than their values, we note that in this case the angle δ\delta^{\prime} is fixed, given by the direction of the vector 𝐯1\mathbf{v}_{1}, while δ\delta is position dependent, given by414141The plus sign applies if the axes 𝐳e\mathbf{z}_{e} and 𝐳n\mathbf{z}_{n} are close to parallel (δ0\delta\approx 0) and minus sign if they are close to antiparallel (δπ)(\delta\approx\pi). If it is the minus sign here, it inverts the relative sign of the interference term in Eq. (40d). To ease the notation, we include this possible minus sign by redefining δ\delta^{\prime}, adding π\pi to it.

±sinδtanδ=((𝐫𝐫0))(𝐁×𝐳e)𝐯1𝐁(𝐫𝐫0)𝐮1w1𝐁.\begin{split}\pm\sin\delta\approx\tan\delta&=\frac{((\mathbf{r}-\mathbf{r}_{0})\cdot\boldsymbol{\nabla})(\langle\mathbf{B}\rangle\times\mathbf{z}_{e})\cdot\mathbf{v}_{1}}{\langle\mathbf{B}\rangle}\\ &\approx\frac{(\mathbf{r}-\mathbf{r}_{0})\cdot\mathbf{u}_{1}w_{1}}{\langle\mathbf{B}\rangle}.\end{split} (96)

In the main text, we use a shorthand notation Bw1=|(𝐁×𝐳e)𝐯1|\nabla_{\perp}B\equiv w_{1}=|\boldsymbol{\nabla}(\langle\mathbf{B}\rangle\times\mathbf{z}_{e})\cdot\mathbf{v}_{1}| as the gradient size of the transverse component of the magnetic field, and ||B|(𝐁𝐳e)|\nabla_{||}B\equiv|\boldsymbol{\nabla}(\langle\mathbf{B}\rangle\cdot\mathbf{z}_{e})| as the gradient size of the longitudinal component. Also, we denote ϕ\phi as the angle of vectors 𝐝\mathbf{d} and 𝐯1\mathbf{v}_{1}.

With the geometry clarified, let us go back to Eq. (94). It is a sum of three terms. To be specific, let us take the δ0\delta\approx 0 scenario. Each term contains a small factor: in the first, it is the dot shift compared to its size O(𝐝/l)O(\mathbf{d}/l), in the second the deflection angle O(δ)O(\delta), and in the third there are both O(𝐝/l)O(\mathbf{d}/l) and O(δ2)O(\delta^{2}). As already noted, the third term can be neglected with respect to the first. (If δπ\delta\approx\pi, the roles of the first and third terms would be swapped). The transition amplitude is thus a sum of two terms. The complex factor exp[i(ϕrf+δ)]\exp[\mathrm{i}(\phi_{\mathrm{rf}}+\delta^{\prime})] makes the two terms interfere in the matrix element squared magnitude |X|2|X|^{2}. Once again, we are interested in the average of this expression over the dot. Equation (40) follows after a short algebra using Eq. (94), Eq. (96), and the following averages,

𝐫𝐫0=𝟎,\displaystyle\langle\mathbf{r}-\mathbf{r}_{0}\rangle=\boldsymbol{0},
(𝐚(𝐫𝐫0))(𝐛(𝐫𝐫0))=(𝐚𝐛)l2.\displaystyle\langle(\mathbf{a}\cdot(\mathbf{r}-\mathbf{r}_{0}))(\mathbf{b}\cdot(\mathbf{r}-\mathbf{r}_{0}))\rangle=(\mathbf{a}\cdot\mathbf{b})l^{2}.

We conclude with a comment to the interference strength ξ\xi given in Eq. (40d): It is a product of two cosines. If neither of the two arguments is known, one could replace them by their average using ξξ2=1/2\xi\to\sqrt{\langle\xi^{2}\rangle}=1/2, where the average \langle\cdot\rangle is the integral over the unknown angles with a uniform prior probability distribution. In other words, the interference is somewhat suppressed by the misalignment of the essentially random directions of vectors 𝐝\mathbf{d}, 𝐯1\mathbf{v}_{1}, and the angle ϕrf\phi_{\mathrm{rf}}. Within our precision here, we simply neglect the interference.

Appendix E Anisotropic hyperfine interaction

We now extend the previous appendix by considering a more general form of the hyperfine Hamiltonian HhfH_{\mathrm{hf}} in Eq. (4), with the spin-spin interaction not necessarily isotropic. It would result in the hyperfine coupling in Eq. (15) becoming a second-rank tensor, with Cartesian components denoted here as JxxJ_{xx}, JxyJ_{xy}, and so on. The relevant matrix elements for a general hyperfine tensor, calculated from Eq. (93), are given in Table 2.

We are motivated by the possible application of our formulas to hole qubits (see Appendix I). Before that, we look at what tensor matrix elements are required for a non-zero DNSP, making the connection to the existing literature. From Table 2, we find that without the axes deflection, neither the isotropic exchange (Jxx=Jyy=JzzJ_{xx}=J_{yy}=J_{zz} as the only nonzero matrix elements) nor the ‘secular exchange’ (JzzJ_{zz} the only non-zero matrix element; the name is used in the NMR literature), induce transitions. Whereas the former applies for dipole-dipole interactions in liquid solutions [55], the latter form of spin-spin coupling originating in dipole-dipole interaction is typically considered in the solid state [68, 67].424242However, there are also isotropic interactions: In its derivation of the polarization rate, Ref. [47] considered the electron-mediated nuclear-nuclear exchange as such an isotropic interaction.

We thus have the following analogy to the NMR and the Hartmann-Hahn effect: While there both spins are driven, here it is only one of them (the electron). Since driving a spin effectively deflects its energy quantization axis from the direction of the magnetic field, driving also the second nuclear spins in NMR is analogous to having here a nonzero deflection angle δ\delta due to the micromagnet.434343Section IV.C of Ref. [47] contains a discussion of the case where the second spin is not driven (as here) and invokes an exchange tensor with components such as JzxJ_{zx} and JzyJ_{zy} needed to produce finite nonzero matrix element for the polarization transition. The same anisotropic terms were considered also in Refs. [55, 54].

In the literature on self-assembled quantum dots, the ‘nonsecular’ (the NMR name) hyperfine interaction terms, such as JxzJ_{xz}, are called ‘noncollinear’. While in Ref. [81, 59] such terms are assigned to the effects of the light-hole–heavy-hole mixing on the hole hyperfine tensor (see Appendix I), in the majority of the works in that field the ‘noncollinearity’ is understood as due to the quadrupolar fields [76] (they were considered as the DNSP source in Ref. [90] and coined as ‘noncollinear’ hyperfine tensor in Ref. [84], including the quadrupolar effects perturbatively). If due to quadrupolar fields, the ‘noncollinearity’ then qualitatively corresponds, in our work, to the combined effect of an isotopic electron-nuclear hyperfine interaction and the deflection of the quantization axes.

Appendix F Additional plots.

We present additional plots analogous to Figs. 4 and 6 of the main text.

F.1 Plots analogous to Fig. 4.

Refer to caption
Refer to caption
Figure 9: Polarization rate as a function of the electron detuning frequency for gallium isotopes. The plot is analogous to Fig. 4, and all parameters are the same as there.
Refer to caption
Figure 10: Polarization rate as a function of the electron detuning frequency for 29Si in a silicon quantum dot. The plot is analogous to Fig. 4 and the parameters are as there except for: pulse time Tpulse=100T_{\mathrm{pulse}}=100 μ\mus, cycle time Tcycle=200T_{\mathrm{cycle}}=200 μ\mus, dot in-plane size l=20l=20 nm, additional smearing 2π×252\pi\times 25 kHz.

Figure 9 shows DNSP rates for the two gallium isotopes of GaAs, using the same parameters as in Fig. 4. Figure 10 is a similar plot for the 29Si isotope of a Si dot. There, some parameters are slightly changed, reflecting that silicon dots are typically smaller and have better coherence because of nuclear-induced dephasing being smaller than in GaAs. For these parameters, the DNSP rates in Si are about four orders of magnitude smaller than in GaAs.

F.2 Plots analogous to Fig. 6.

Refer to caption
Figure 11: Stabilization by feedback in an electron qubit in Si. The plot is analogous to Fig. 6 (see its caption for a plot description) and adopts the same parameters except for the material parameters of Si and a smaller dot, l=20l=20 nm.

To illustrate the magnitude of the DNSP polarization rate in silicon, we plot the restoring rate Γ\Gamma^{*} in Fig. 11. Comparing to Fig. 6, we observe that in Si the polarization is several orders of magnitude smaller than in GaAs. It is also much smaller than the intrinsic restoring force Γ0\Gamma_{0} due to thermal diffusion. In this respect, the EDSR-induced dynamics of nuclear spins is minor.

Appendix G Laird mechanism

We now consider a different resonance, not of the Hartmann-Hahn type. We include it for completeness, and because both the calculation and the corresponding experiment are related to the ones we have considered. Namely, we now assume that for some reason, the electrical driving is not effective in driving the electron spin. While the dot is electrically driven as before, there is no EDSR (disregarding nuclei). The most straightforward scenario would be a dot without a micromagnet.

Still, the electron spin can be transferred to the nuclei, so that DNSP arises. However, it happens at a different resonance condition, namely when the driving frequency equals the difference of the electron and nuclear Larmor frequencies.444444Such slight detunings which lead to spin-selective electron-nuclear flip-flops were considered in Ref. [50]. As we explain here, the DNSP arises as a backaction of the torque that a random transverse component of the Overhauser field exerts on the electron.454545Several previous works [91, 53, 92] analyzed the DNSP arising from a periodically reset electron spin, treating the electron and Overhauser fields as classical vectors precessing around each other. That a semiclassical model contains all the relevant physics is confirmed by the fact that it also explains the observed nuclei-induced electron-spin dephasing [93]. When the resonance condition is fulfilled, this torque results in the electron EDSR and the nuclear polarization. The effect was experimentally demonstrated by Laird et al. [63].

To estimate the strength of this mechanism, and compare it to the ones from the main text, we now make an analogous derivation of the DNSP rate for this scenario. Since the micromagnet is not relevant now, we drop it from the problem. The Hamiltonian in Eq. (16) simplifies considerably,

H=ωn𝐈n𝐳nωe𝐬𝐳e+Jn(t)δ𝐈n𝐬.H=-\hbar\omega_{n}\mathbf{I}_{n}\cdot\mathbf{z}_{n}-\hbar\omega_{e}\mathbf{s}\cdot\mathbf{z}_{e}+J_{n}(t)\delta\mathbf{I}_{n}\cdot\mathbf{s}. (97)

The two vectors 𝐳n\mathbf{z}_{n} and 𝐳e\mathbf{z}_{e} are now parallel (or antiparallel). We go into a frame rotating with the nuclear spin,

H=[ωe+sgn(gegn)ωn]sz+Jn(t)δ𝐈n𝐬.H^{\prime}=-\left[\hbar\omega_{e}+\mathrm{sgn}(g_{e}g_{n})\hbar\omega_{n}\right]s_{z}+J_{n}(t)\delta\mathbf{I}_{n}\cdot\mathbf{s}. (98)

In the last term, we keep only the transverse (in spin) and varying (in time) component,

H=[ωe+sgn(gegn)ωn]sz+[Jn(t)Jn(0)]𝐈n𝐬.\begin{split}H^{\prime}&=-\left[\hbar\omega_{e}+\mathrm{sgn}(g_{e}g_{n})\hbar\omega_{n}\right]s_{z}+[J_{n}(t)-J_{n}(0)]\mathbf{I}_{n\perp}\cdot\mathbf{s}.\end{split} (99)

We sum over all nuclei and consider the electron dynamics described by

He=(ωrfωΔL)sz\displaystyle H_{e}=-(\hbar\omega_{\mathrm{rf}}-\hbar\omega_{\Delta}^{L})s_{z}
+2cos(ωrftϕrf)𝝎RRL𝐬,\displaystyle\qquad\qquad+2\cos(\omega_{\mathrm{rf}}t-\phi_{\mathrm{rf}})\hbar\boldsymbol{\omega}_{RR}^{L}\cdot\mathbf{s}, (100a)
ωΔL=ωrf[ωe+sgn(gegn)ωn],\displaystyle\hbar\omega_{\Delta}^{L}=\hbar\omega_{\mathrm{rf}}-\left[\hbar\omega_{e}+\mathrm{sgn}(g_{e}g_{n})\hbar\omega_{n}\right], (100b)
𝝎RRL=12nv0An(𝐝)|Ψn|2𝐈n,,\displaystyle\hbar\boldsymbol{\omega}_{RR}^{L}=\frac{1}{2}\sum_{n}v_{0}A_{n}(\mathbf{d}\cdot\boldsymbol{\nabla})|\Psi_{n}|^{2}\mathbf{I}_{n,_{\perp}}, (100c)

Thus, we obtained a Rabi Hamiltonian HeH_{e} with the detuning ωΔL\hbar\omega_{\Delta}^{L} and the driving field 𝝎RRL\hbar\boldsymbol{\omega}_{RR}^{L}. In this section, we introduce several quantities analogous to the ones in the main text, denoting them by the superscript LL for ‘Laird’.

We estimate the typical value of the transverse field, averaging over the dot

(𝝎RRL)2=14n,mv02Ai24(𝐝𝐫n0)(𝐝𝐫m0)l4|Ψn|4𝐈n,𝐈m,=2I(I+1)3(d/l)2ϕiAi2v0/VD,\begin{split}&\langle\left(\hbar\boldsymbol{\omega}_{RR}^{L}\right)^{2}\rangle\\ &\quad=\frac{1}{4}\langle\sum_{n,m}v_{0}^{2}A_{i}^{2}4(\mathbf{d}\cdot\mathbf{r}_{n0})(\mathbf{d}\cdot\mathbf{r}_{m0})l^{-4}|\Psi_{n}|^{4}\mathbf{I}_{n,_{\perp}}\cdot\mathbf{I}_{m,_{\perp}}\rangle\\ &\quad=2\frac{I(I+1)}{3}(d/l)^{2}\phi_{i}A_{i}^{2}v_{0}/V_{D},\end{split} (101)

with the short hand 𝐫n0=𝐫m𝐫0\mathbf{r}_{n0}=\mathbf{r}_{m}-\mathbf{r}_{0}. In the averaging, we assume that the polarization pip_{i} is small and use 𝐈n,𝐈m,=δn,m(2/3)I(I+1)\langle\mathbf{I}_{n,_{\perp}}\cdot\mathbf{I}_{m,_{\perp}}\rangle=\delta_{n,m}(2/3)I(I+1) corresponding to unpolarized nuclei.

Refer to caption
Figure 12: Rabi oscillations in the Laird mechanism. The schematic defines the Rabi angle γL\gamma^{L} in terms of the detuning and the matrix element given in Eq. (102). This figure is analogous to Fig. 3.

The transverse field corresponds to the Rabi precession angle (see Fig. 12)

sinγL\displaystyle\sin\gamma^{L} =ωΔLωRL,\displaystyle=-\frac{\hbar\omega_{\Delta}^{L}}{\hbar\omega_{R}^{L}}, (102a)
cosγL\displaystyle\cos\gamma^{L} =ωRRLωRL,\displaystyle=\frac{\hbar\omega_{RR}^{L}}{\hbar\omega_{R}^{L}}, (102b)
ωRL\displaystyle\hbar\omega_{R}^{L} =(ωRRL)2+(ωΔL)2.\displaystyle=\sqrt{\left(\hbar\omega_{RR}^{L}\right)^{2}+\left(\hbar\omega_{\Delta}^{L}\right)^{2}}. (102c)

The electron spin zz component evolves according to

sz(t)=sz(0)[sin2γL+cos2γLcosωRLt]=sz(0)[1+cos2γL(cosωRLt1)],\begin{split}s_{z}(t)&=s_{z}(0)\left[\sin^{2}\gamma^{L}+\cos^{2}\gamma^{L}\cos\omega_{R}^{L}t\right]\\ &=s_{z}(0)\left[1+\cos^{2}\gamma^{L}\left(\cos\omega_{R}^{L}t-1\right)\right],\end{split} (103)

an equation analogous to Eq. (35).

Finally, since the zz component of the total spin of the system is conserved, the change of the electron spin equals the opposite change of the spin of the nuclei,

Iz(t)Iz(0)=sz(0)sz(t)=pe2cos2γL(1cosωRLt),I_{z}(t)-I_{z}(0)=s_{z}(0)-s_{z}(t)=\frac{p_{e}}{2}\cos^{2}\gamma^{L}\left(1-\cos\omega_{R}^{L}t\right), (104)

where we have put sz(0)=pe/2s_{z}(0)=p_{e}/2 in line with the notation in Eq. (78). With the total duration of the driving being TpulseT_{\mathrm{pulse}} (we drop the subscript and use TT in the following two equations to improve readability), this change is equivalent to a rate (of polarization the total nuclear spin of isotope ii)

ΓiL=pe2cos2γL1cosωRLTT,\Gamma_{i}^{L}=\frac{p_{e}}{2}\cos^{2}\gamma^{L}\frac{1-\cos\omega_{R}^{L}T}{T}, (105)

in turn equivalent to the polarization rate

tpi=1IiϕiNtotΓiL=pe21IiϕiNtot(ωRRL)2(ωRL)21cosωRLTT=pe21ϕiNtot(2/3)(Ii+1)(d/l)2ϕiAi22Ntot1cosωRLT(ωRL)2T=pe(Ii+1)32Ai2Ntot2d2l21cosωRLT(ωRL)2T.\begin{split}\partial_{t}p_{i}&=\frac{1}{I_{i}\phi_{i}N_{\mathrm{tot}}}\Gamma^{L}_{i}\\ &=\frac{p_{e}}{2}\frac{1}{I_{i}\phi_{i}N_{\mathrm{tot}}}\frac{\left(\hbar\omega_{RR}^{L}\right)^{2}}{\left(\hbar\omega_{R}^{L}\right)^{2}}\frac{1-\cos\omega_{R}^{L}T}{T}\\ &=\frac{p_{e}}{2}\frac{1}{\phi_{i}N_{\mathrm{tot}}}\frac{(2/3)(I_{i}+1)(d/l)^{2}\phi_{i}A_{i}^{2}}{\hbar^{2}N_{\mathrm{tot}}}\frac{1-\cos\omega_{R}^{L}T}{\left(\omega_{R}^{L}\right)^{2}T}\\ &=p_{e}\frac{(I_{i}+1)}{3\hbar^{2}}\frac{A_{i}^{2}}{N_{\mathrm{tot}}^{2}}\frac{d^{2}}{l^{2}}\frac{1-\cos\omega_{R}^{L}T}{\left(\omega_{R}^{L}\right)^{2}T}.\end{split} (106)

In analogy to Eq. (44), we interpret the last factor as a (Lorenzian-shaped) spectral density: in the limit of a long evolution time TT\to\infty and a small hyperfine matrix element ωRRL0\omega_{RR}^{L}\to 0, it becomes a delta function

πδ(ωe+sgn(gegn)ωnωrf),\pi\hbar\delta\Big{(}\hbar\omega_{e}+\mathrm{sgn}(g_{e}g_{n})\hbar\omega_{n}-\hbar\omega_{\mathrm{rf}}\Big{)}, (107)

imposing the conservation of the energy transfer between the electron spin, a nuclear spin, and a microwave photon. With this interpretation, we cast the rate in line with the notation of Eq. (47a),

tpi=π2XL2αIpeGΣL(ωΔL),\partial_{t}p_{i}=\frac{\pi}{\hbar^{2}}X_{L}^{2}\alpha_{I}p_{e}G_{\Sigma_{L}}(\omega_{\Delta}^{L}), (108a)
where
XL\displaystyle X_{L} =AiNtotdl,\displaystyle=\frac{A_{i}}{N_{\mathrm{tot}}}\frac{d}{l}, (108b)
ΣL2\displaystyle\Sigma_{L}^{2} =2Ii(Ii+1)3d2l2ϕiAi2Ntot.\displaystyle=\frac{2I_{i}(I_{i}+1)}{3}\frac{d^{2}}{l^{2}}\frac{\phi_{i}A_{i}^{2}}{N_{\mathrm{tot}}}. (108c)

We have arrived at a formula analogous to Eq. (47). It is interesting to note that, up to an additional factor of 2 in the matrix element XLX_{L}, Eq. (108) corresponds to Eq. (47a) including only the ’shaking’ mechanism in the limit fRR0f_{RR}\to 0 with γπ/2\gamma\to\pi/2. The remaining differences are natural: First, since we assumed unpolarized nuclei, the rate in (108a) contains the factor from Eq. (36) evaluated at pn=0p_{n}=0. Second, the width of the spectral function now refers only to the thermal distribution of the Overhauser field. The latter is similar to the values seen in Sec. V.464646Using d=0.5d=0.5 nm, lz=10l_{z}=10 nm, and l=34l=34 nm, we get ΣL(29Si)=2π×34\Sigma_{L}(^{29}\mathrm{Si})=2\pi\times 34 kHz, ΣL(69Ga)=2π×135\Sigma_{L}(^{69}\mathrm{Ga})=2\pi\times 135 kHz, ΣL(71Ga)=2π×140\Sigma_{L}(^{71}\mathrm{Ga})=2\pi\times 140 kHz, ΣL(75Ga)=2π×207\Sigma_{L}(^{75}\mathrm{Ga})=2\pi\times 207 kHz. However, one also needs to point out substantial differences:

First, the mechanism considered in this section originates in the (reaction) torque that the electron spin exerts in response to the (action) torque from nuclei inducing the electron Rabi rotation. In the main text, this torque was due to the micromagnet and had nothing to do with nuclei. While a stochastic gradient from the Overhauser field will coexist with the one due to a micromagnet, they will have a random mutual orientation (alternatively: random phase). If it is the micromagnet gradient that dominates, the random phase suppresses the ‘Laird’ polarization rate and makes it zero on average in experiments with micromagnets.

Second, the derivation here applies in the incoherent regime, otherwise the time-dependent factor in Eq. (106) should not be converted to a delta function, but kept as oscillating, leading to an oscillating nuclear polarization. Taking the opposite view, trying to use Eq. (47) in the far-off resonant regime, we do not expect to recover Eq. (108a) from Eq. (47a) upon taking the limit fRR0f_{RR}\to 0. Namely, the assumption that the last term in Eq. 50 is the smallest is not fulfilled far from the resonance and explains the unnatural result (1+sinγ)/2θ(γ)(1+\sin\gamma)/2\to\theta(\gamma) in the limit fRR0f_{RR}\to 0. To correct for this deficiency, one would need to keep both in-phase and out-of-phase frequency components, for example using the technique of Ref. [94]. However, since we are interested primarily in DNSP arising in dots with high-quality single-qubit operations, we do not pursue the off-resonant regime, and the connection between Eq. (108a) and Eq. (47a), further.

The most important conclusion of this section is that the DNSP arising as the backaction of the electron ‘primary’ Rabi oscillation on the nuclear spins, that is, the ‘Laird’ mechanism, can be neglected if nuclei are not the dominant source of the primary Rabi oscillations, that is, in experiments employing micromagnets or spin-orbit coupling. The nuclear contribution to the ‘primary’ Rabi oscillations of the electron spin was neglected in the main text, attributing it to the micromagnet entirely. While nuclei also contribute, the corresponding DNSP rate is going to be much smaller than Eq. (108a), the latter comparable to one of the mechanisms included in Eq. (47a).

Appendix H Effective parameters of bounded diffusion

The Overhauser field acting on the electron spin in a quantum dot fluctuates because of diffusive thermal fluctuations of nuclear spins mediated by dipolar nuclear spin-spin interactions. The diffusion results in the Overhauser-field variance growing linearly over short times and saturating at long times: The long-time average (probability distribution) of the Overhauser-field components is a Gaussian with a finite variance centered at zero. A simple model of such stochastic quantity is a random walk with a harmonic restoring force [95, 96]. Using the notation of Ref. [97], with K(ω0,ω,δt)K(\omega_{0},\omega,\delta t) being the conditional probability of the electron Larmor frequency having value ω\omega at time tt if it had value ω0\omega_{0} at time t0=tδtt_{0}=t-\delta t, the model gives

K(ω0,ω,δt)=12πσδt2exp[(ωω0eδt/κ)22σδt2],\displaystyle K(\omega_{0},\omega,\delta t)=\frac{1}{\sqrt{2\pi\sigma_{\delta t}^{2}}}\exp\left[-\frac{(\omega-\omega_{0}e^{-\delta t/\kappa})^{2}}{2\sigma_{\delta t}^{2}}\right], (109a)
where
σδt2=σΩ2(1e2δt/κ).\sigma_{\delta t}^{2}=\sigma_{\Omega}^{2}(1-e^{-2\delta t/\kappa}). (109b)

Hence, the model has two parameters, σΩ2\sigma_{\Omega}^{2} and κ\kappa. The first parameter is the variance long-time saturation value. For the Overhauser field contribution to the electron Larmor frequency,

σΩ2=12(δωe)2,\sigma_{\Omega}^{2}=\frac{1}{\hbar^{2}}\langle\left(\delta\hbar\omega_{e}\right)^{2}\rangle, (110)

it is, by a calculation analogous to Eq. (101),

σΩ2=12n,mv02AnAm|Ψn|2|Ψm|2𝐈n,z𝐈m,z=12iIi(Ii+1)3ϕiAi2v0VD.\begin{split}\sigma_{\Omega}^{2}&=\frac{1}{\hbar^{2}}\langle\sum_{n,m}v_{0}^{2}A_{n}A_{m}|\Psi_{n}|^{2}|\Psi_{m}|^{2}\mathbf{I}_{n,z}\cdot\mathbf{I}_{m,z}\rangle\\ &=\frac{1}{\hbar^{2}}\sum_{i}\frac{I_{i}(I_{i}+1)}{3}\phi_{i}A_{i}^{2}\frac{v_{0}}{V_{D}}.\end{split} (111)

The parameter κ\kappa has the units of time and describes the restoring force that keeps the random walk bounded. Specifically, the expectation value of the distribution in Eq. (109a) is

ω¯dωK(ω0,ω,δt)=ω0eδt/κ.\overline{\omega}\equiv\int\mathrm{d}\omega K(\omega_{0},\omega,\delta t)=\omega_{0}e^{-\delta t/\kappa}. (112)

The Taylor expansion at short time δtκ\delta t\ll\kappa gives

ωω0¯=ω0κδt.\overline{\omega-\omega_{0}}=-\frac{\omega_{0}}{\kappa}\delta t. (113)

Since the expected average change is proportional to the time interval, the proportionality factor corresponds to a polarization rate. Further, taking the limit δt0\delta t\to 0,

tω¯=ωκ,\overline{\partial_{t}\omega}=-\frac{\omega}{\kappa}, (114)

the equation expresses a restoring force, since the detuning frequency is pulled back to the ‘equilibrium’ ω=0\omega=0 in proportion to its instantaneous deviation from the equilibrium.

Similarly, the variance growth at short times,

(ωω0)2¯=σδt2+ω02(e2δt/κ1)2σΩ22δtκ,\overline{(\omega-\omega_{0})^{2}}=\sigma_{\delta t}^{2}+\omega_{0}^{2}(e^{-2\delta t/\kappa}-1)^{2}\approx\sigma_{\Omega}^{2}\frac{2\delta t}{\kappa}, (115)

shows that the process is a diffusion with the diffusion constant

DΩ=2σΩ2κ.D_{\Omega}=\frac{2\sigma_{\Omega}^{2}}{\kappa}. (116)

With these results, we can convert the ‘intrinsic’ thermal fluctuations of the Overhauser field, which are bounded and well described by a Gaussian distribution at long times, into the corresponding parameters of the above model. As we already noted, there are several experimental measurements of DΩD_{\Omega} in gated GaAs quantum dots. Based on the values given in Footnote 28, we take DΩ=(2π×7kHz)2/1μD_{\Omega}=(2\pi\times 7\,\mathrm{kHz})^{2}/1\,\mus as a representative value. Equation (116) then gives κ=0.2\kappa=0.2 s (we evaluated σΩ2\sigma_{\Omega}^{2} from Eq. (111) using our parameters), predicting the Overhauser field equilibration scale in seconds.

In silicon, we are not aware of a direct experimental measurement of the diffusion constant of the quantum dot Overhauser field, DΩD_{\Omega}. To arrive at an estimate, we use the result of Ref. [98], which, using the methods of Refs. [99, 100], derives the time-correlation of the Overhauser field, converted to angular frequency units as

ω(t)ω(t+δt)¯=σΩ22πα{x,y,z}(1+2Dlα2|δt|)1/2,\overline{\omega(t)\omega(t+\delta t)}=\frac{\sigma_{\Omega}^{2}}{\sqrt{2\pi}}\prod_{\alpha\in\{x,y,z\}}\left(1+2Dl_{\alpha}^{-2}|\delta t|\right)^{-1/2}, (117)

where DD is the material bulk nuclear spin diffusion constant. Taylor-expanding for short times δt0\delta t\to 0, we get

DΩ=σΩ22πD(lx2+ly2+lz2),D_{\Omega}=\frac{\sigma_{\Omega}^{2}}{\sqrt{2\pi}}D(l_{x}^{-2}+l_{y}^{-2}+l_{z}^{-2}), (118)

and finally

κ=8πD(lx2+ly2+lz2)1.\kappa=\frac{\sqrt{8\pi}}{D}\left(l_{x}^{-2}+l_{y}^{-2}+l_{z}^{-2}\right)^{-1}. (119)

Cross-checking the value for GaAs, using the bulk diffusion D=7D=7 nm2/s estimated theoretically [101, 102] gives κ=0.001\kappa=0.001 s, implying equilibration time of the order of a minute. The two values delimitate the range for the expected value of the intrinsic rate Γ0\Gamma_{0}, which we use in the caption of Fig. 6 as 0.010.01-0.10.1 s-1. Assuming that in silicon the spin diffusion is slower, with D=2D=2 nm2/s measured in Ref. [103], we use an order of magnitude smaller rates, Γ00.001\Gamma_{0}\sim 0.001-0.010.01 s-1, as an orientation value474747Using bulk diffusion constant for a quantum dot has its limits. Compared to a bulk crystal, the diffusion in a dot can be, on the one hand, slowed down by the potentially large inhomogeneities of the magnetic [104], Knight [105], or quadrupolar [106, 70] fields, and, on the other, boosted by electron-mediated nuclear flip flops [107]. in Figs. 11 and 13.

Appendix I DNSP in hole qubits

We now apply the results of Table 2 to quantum dots with holes. Aiming at rough estimates, we consider the heavy-hole (HH) limit with the hyperfine interaction of the Ising form[108]484848Going beyond this simplest limit might require numerics to evaluate the hole wave function. The hyperfine interaction tensor is non-generic, given by the details of the confinement potential [39].

Hhf=nA||,nv0|Ψ(𝐫n,zn)|2Izsz.H_{\mathrm{hf}}=\sum_{n}A_{||,n}v_{0}|\Psi(\mathbf{r}_{n},z_{n})|^{2}I_{z}s_{z}. (120)

This limit leads to a simple result for the matrix element XX. Namely, with JzzJ_{zz} being the only non-zero element of the hyperfine tensor,494949 The light-hole–heavy-hole mixing results in further elements in the hyperfine tensor. Treating the mixing perturbatively, some of these elements arising in the first and second order were given in Refs. [81, 109]. Table 2 gives M+(0)=0=M+(2)M^{(0)}_{+-}=0=M^{(-2)}_{+-} and M+(1)=Jzzcosδsinγ/4M^{(-1)}_{+-}=J_{zz}\cos\delta\sin\gamma/4. It means, first of all, that in the Ising limit the ‘shaking’ mechanism is not effective, only the ‘deflection’ one contributes,

XdfHH\displaystyle X_{\mathrm{df}}^{\mathrm{HH}} =A||4Ntotsinδcosγ,\displaystyle=\frac{A_{||}}{4N_{\mathrm{tot}}}\sin\delta\cos\gamma, (121)
XshHH\displaystyle X_{\mathrm{sh}}^{\mathrm{HH}} =0.\displaystyle=0. (122)

The next difference to electrons is that for holes, apart from the hyperfine tensor, the gg-tensor is also strongly anisotropic and the confinement has strong effects on the hole spin. Important here, the deflection of the quantization axes of the hole spin and nuclear spins will be most often dominated by the quantum dot confinement rather than the small gradients of the magnetic field. The factor sinδ\sin\delta is then not necessarily small for holes. Specifically, consider a quasi-two-dimensional quantum dot with the strong confinement along the zz axis, what fixes the heavy-hole spin along z. With the magnetic field in the plane, the deflection angle δ\delta is π/2\pi/2. The factor sinδ\sin\delta in Eq. (121) is then 1, rather than lB/B0.03l\nabla_{\perp}B/B\approx 0.03 in Eq. (47b), boosting the rate by orders of magnitude. On the other hand, the nuclei are still polarized in the plane, so that the arising polarization is not visible as a change in the hole Larmor frequency. Additional NMR pulses would be needed to detect this polarization through the hole.

Concerning the material, recent progress with hole qubits [110] motivates us to consider silicon and germanium atoms for a possible DNSP. The hyperfine constants in the valence band for the two are similar,505050Our Eq. (120) corresponds to Eq. (17) of Ref. [111] with An=A||A_{n}=A_{||} and the perpendicular components AA_{\perp} neglected. The reference gives A||=2.5A_{||}=-2.5 neV for 29Si and A||=1.1A_{||}=-1.1 neV for 73Ge, with AA_{\perp} two orders of magnitude smaller. while the 9/2 nuclear spin of 73Ge is much larger than the 29Si spin 1/2. These numbers would suggest germanium as more perspective to search for the DNSP signal. However, its low g-factor makes the nuclear Larmor frequency low, in turn the detection of the Hartmann-Hahn resonance challenging.

For a SiGe hole qubit, we summarize as follows. Since the hyperfine constant in the silicon valence band is similar to the one in the conduction band (see Table 1 in Ref. 111), taking a heavy hole with spin along z and the magnetic field also along z, the resulting DNSP rate is similar to the one for an electron qubit in silicon. It was plotted in Fig. 10, where only the deflection mechanism applies for a hole. The resulting rate is low. A somewhat larger rate arises in germanium atoms, because of the larger nuclear spin. However, the resonance frequency is low (below 1 MHz for B=1B=1 T). Concerning a possible observation of the DNSP with holes, the most favorable scenario then looks to be searching for it in silicon atoms with a heavy-hole quantum dot in an in-plane magnetic field.

Refer to caption
Figure 13: Stabilization by feedback in a hole qubit in SiGe. The plot is analogous to Fig. 6 (see its caption for the description) and adopts the same parameters except for the atomic parameters of Si and Ge.

We illustrate this case with Fig. 13, plotting the induced rate Γ\Gamma^{*}. For 29Si atoms, the rate can be compared to the analogous plot for an electron quantum dot, Fig. 11. The lack of suppression due to the factor sinδ\sin\delta (with sinδ=1\sin\delta=1 for the hole) boosts the rate by three orders of magnitude. On the other hand, one order of magnitude is offset by a smaller size of the electron-qubit quantum dot, due to a larger effective mass. As a result, the difference between the curves for Si in Figs. 11 and 13 is approximately two orders of magnitude.

As seen in Fig. 13, the rate for 73Ge atoms can become larger than for 29Si. It is due to a larger nuclear spin of germanium. However, the resonance happens at a low frequency, so that the resonant peak is not discernible for Ge in Fig. 13, overwhelmed by the rate behavior at zero frequency.515151We note that Eq. (58) diverges in the limit fRR0f_{RR}\to 0. This divergence is spurious, and stems from the assumption fRRfΔf_{RR}\gg f_{\Delta}, which we adopted in deriving Eqs. (58) and (59). At detunings larger than fRRf_{RR}, the assumption is violated, Eq. (59) does not hold, and the quantity Γ\Gamma^{*}, though still well defined, is of little use. For this reason, we limit the lowest frequency on the horizontal axis in Figs. 6, 11, and 13 to an ad hoc value of 1 MHz. A discernible peak appears for B=2B=2 T or higher (not shown), but such fields might be too high for holes in SiGe to be useful as spin qubits.

Appendix J Collective enhancement?

Here we consider the possibility of an enhancement of the polarization rate due to collective effects. We have considered a single nuclear spin in all our derivations of the polarization rate. However, the coupling to a system with many spins can be coherently enhanced (known as ‘superradiance’ [112]), observed as an increase of the Rabi frequency by the factor [113] N\sqrt{N} where NN is the number of spins. Therefore, one can wonder whether such effects, absent in our single-nuclear-spin calculations, could boost the polarization rate compared to our estimates.

We find that this is not the case, and concerning the rates, calculations within a single spin or many spin basis are exactly equivalent. To show the essence of this somewhat surprising equivalence, we consider here only the dependence of the polarization rate on the matrix element of the spin-rasing operator I+I_{+}. The rate is proportional to a squared matrix element of it, see for example Eq. 43, with +\mathcal{I}_{+} defined in Eq. 31. We calculate the squared matrix element of the total (‘collective’) spin-raising and lowering operators in a many-spin system

J±=n=12NIn,±,J_{\pm}=\sum_{n=1}^{2N}I_{n,\pm}, (123)

with nn labeling the individual spins, the total number of which is 2N2N. We consider nuclear spins 1/2 for simplicity in this section.

We consider the basis composed of many-spin states with the quantum numbers being the total spin jj and its component along the z axis mm,

|j,m.|j,m\rangle. (124)

The admissible values are m{N,N+1,,N1,N}m\in\{-N,-N+1,\ldots,N-1,N\}, and j{0,1,,N}j\in\{0,1,\ldots,N\}. The matrix elements of the total-spin operators are

𝐉2|j,m\displaystyle\mathbf{J}^{2}|j,m\rangle =j(j+1)|j,m,\displaystyle=j(j+1)|j,m\rangle, (125a)
Jz|j,m\displaystyle J_{z}|j,m\rangle =m|j,m,\displaystyle=m|j,m\rangle, (125b)
J±|j,m\displaystyle J_{\pm}|j,m\rangle =j(j+1)m(m1)|j,m±1.\displaystyle=\sqrt{j(j+1)-m(m\mp 1)}|j,m\pm 1\rangle. (125c)

One example of a collective basis state is the totally polarized one,

|j=N,m=N=|||,|j=N,m=N\rangle=|\uparrow\rangle\otimes|\uparrow\rangle\otimes\cdots\otimes|\uparrow\rangle, (126)

where there are N+=2NN_{+}=2N spins up and N=0N_{-}=0 spins down. Except for the fully polarized one, other collective states are coherent superpositions of several tensor-product states all having the same up and down individual spins, given by N±=N±mN_{\pm}=N\pm m. This property gives the recurrence relation for CjmC_{jm}, the degeneracy of the basis state |j,m|j,m\rangle, as

(N++NN+)=(N++NN)=j=mNCjm,\left(\begin{tabular}[]{c}$N_{+}+N_{-}$\\ $N_{+}$\end{tabular}\right)=\left(\begin{tabular}[]{c}$N_{+}+N_{-}$\\ $N_{-}$\end{tabular}\right)=\sum_{j=m}^{N}C_{jm}, (127)

where the bracket denotes a binomial coefficient. The recurrence is solved by

Cjm=(2Nj+N)(2Nj+N+1),C_{jm}=\left(\begin{tabular}[]{c}$2N$\\ $j+N$\end{tabular}\right)-\left(\begin{tabular}[]{c}$2N$\\ $j+N+1$\end{tabular}\right), (128)

valid for any j0j\geq 0 including j=Nj=N.

We now proceed to main calculation of this section, the average total squared matrix element (called in short ‘rate’ in further) in the subspace with a fixed value of the quantum number mm,

R¯m±jpjRjm±.\overline{R}_{m}^{\pm}\equiv\sum_{j}p_{j}R^{\pm}_{jm}. (129)

The definition comprises the rate in the state |j,m|j,m\rangle,

Rjm±|j,m|J±|j,m|2=j(j+1)m(m±1),R^{\pm}_{jm}\equiv|\langle j,m|J_{\pm}|j,m\rangle|^{2}=j(j+1)-m(m{\pm}1), (130)

and the probability that the system is in state |j,m|j,m\rangle,

pj=CjmjCjm.p_{j}=\frac{C_{jm}}{\sum_{j}C_{jm}}. (131)

In this equation, the normalizing denominator is the number of states with a fixed value of mm, which is given in Eq. (127),

Cm=jCjm=(2NN+m)=(2NNm)=(2NN+|m|),\begin{split}C_{m}&=\sum_{j}C_{jm}=\left(\begin{tabular}[]{c}$2N$\\ $N+m$\end{tabular}\right)=\left(\begin{tabular}[]{c}$2N$\\ $N-m$\end{tabular}\right)\\ &=\left(\begin{tabular}[]{c}$2N$\\ $N+|m|$\end{tabular}\right),\end{split} (132)

where the first two binomial coefficients evaluate to the same value and can thus be written as the third one. It remains to evaluate the following sum

S=j=|M|NCjmRjm±.S=\sum_{j=|M|}^{N}C_{jm}R^{\pm}_{jm}. (133)

Inserting the definitions from Eqs. (128) and (130) we get

S\displaystyle S =(2NN+j)Rjm±|j=|m|\displaystyle=\left(\begin{tabular}[]{c}$2N$\\ $N+j$\end{tabular}\right)R^{\pm}_{jm}\Big{|}_{j=|m|} (136)
+j=|m|+1N(2NN+j)[Rjm±Rj1,m±]\displaystyle\qquad+\sum_{j=|m|+1}^{N}\left(\begin{tabular}[]{c}$2N$\\ $N+j$\end{tabular}\right)\left[R^{\pm}_{jm}-R^{\pm}_{j-1,m}\right] (139)
=(2NN+|m|)(|m|m)+j=|m|+1N(2NN+j)2j.\displaystyle=\left(\begin{tabular}[]{c}$2N$\\ $N+|m|$\end{tabular}\right)(|m|{\mp}m)+\sum_{j=|m|+1}^{N}\left(\begin{tabular}[]{c}$2N$\\ $N+j$\end{tabular}\right)2j. (144)

Using the identity [see Eq. (5.18) in Ref. 114]

km(rk)(r2k)=m+12(rm+1),\sum_{k\leq m}\left(\begin{tabular}[]{c}$r$\\ $k$\end{tabular}\right)\left(\frac{r}{2}-k\right)=\frac{m+1}{2}\left(\begin{tabular}[]{c}$r$\\ $m+1$\end{tabular}\right), (145)

the sum in Eq. (144) can be brought to

(N+|m|+1)(2NN+|m|+1),\left(N+|m|+1\right)\left(\begin{tabular}[]{c}$2N$\\ $N+|m|+1$\end{tabular}\right), (146)

which, on using Eq. (5.6) of Ref. 114 twice, equals

(N|m|)(2NN|m|).\left(N-|m|\right)\left(\begin{tabular}[]{c}$2N$\\ $N-|m|$\end{tabular}\right). (147)

Collecting the expression in Eqs. (132) and (144), we get a simple result

R¯m±=Nm.\overline{R}_{m}^{\pm}=N{\mp}m. (148)

This result is exact, following from identities for binomial coefficients. Importantly, the average rate within a fixed-mm subspace is linear in mm. Therefore, the average rate in the total (considering all mm-subspaces) system, which might be spin-polarized, can be obtained by replacing the spin polarization on the right-hand side of the last equation with its statistical average mmm\to\langle m\rangle. The proof is as follows:

R¯±j,mqmCjmRjm±j,mqmCjm=mqmCmmqmCmR¯m±=mpm(Nm)=Nm,\begin{split}\overline{R}^{\pm}&\equiv\frac{\sum_{j,m}q_{m}C_{jm}R_{jm}^{\pm}}{\sum_{j,m}q_{m}C_{jm}}\\ &=\sum_{m}\frac{q_{m}C_{m}}{\sum_{m}q_{m}C_{m}}\overline{R}_{m}^{\pm}\\ &=\sum_{m}p_{m}(N{\mp}m)\\ &=N{\mp}\langle m\rangle,\end{split} (149)

where we denoted pmp_{m} as the (spin-polarization defining) probabilities of occupation of the subspace mm. Again, this result is exact and the only assumption it requires is that the probabilities of individual states, denoted qmq_{m} in the above, depend only on mm (and not jj or other, exchange-symmetry related quantum numbers).

Introducing the spin polarization pnuc=m/Np_{\mathrm{nuc}}=\langle m\rangle/N, we get the polarization rate evaluated in collective-state basis as

R¯±=12(1pnuc)×2N.\overline{R}^{\pm}=\frac{1}{2}\left(1{\mp}p_{\mathrm{nuc}}\right)\times 2N. (150)

On the other hand, using Eq. (130) for j=1/2j=1/2 gives the single-spin-increasing and decreasing rate as

Γ+single\displaystyle\Gamma_{+\equiv\downarrow\to\uparrow}^{\mathrm{single}} =pnuc×R(j=1/2,m=1/2)+=pnuc×1,\displaystyle=p^{\mathrm{nuc}}_{\downarrow}\times R^{+}_{(j=1/2,m=-1/2)}=p^{\mathrm{nuc}}_{\downarrow}\times 1, (151)
Γsingle\displaystyle\Gamma_{-\equiv\uparrow\to\downarrow}^{\mathrm{single}} =pnuc×R(j=1/2,m=1/2)=pnuc×1.\displaystyle=p^{\mathrm{nuc}}_{\uparrow}\times R^{-}_{(j=1/2,m=1/2)}=p^{\mathrm{nuc}}_{\uparrow}\times 1. (152)

Upon introducing single-spin polarization for nuclear spins (here being 1/2 spins) analogously to Eq. (78), we thus get

R¯±=2N×Γ±single,\overline{R}^{\pm}=2N\times\Gamma_{\pm}^{\mathrm{single}}, (153)

the rate for a collection of spins equals their number times the rate of a single-spin.

We thus conclude that there is no ‘collective enhancement’ of the polarization rate. The single-spin calculation gives exactly the same as the many-spin calculation, even if the system is spin-polarized, including fully spin-polarized (m=N\langle m\rangle=N). This conclusion seems paradoxical taking into account the superradiance effects of a polarized many-spin system. For example, the coupling (that is, the matrix element of the many-spin operator J+J_{+}) of a fully spin-polarized system is proportional to 2N\sqrt{2N}.525252This enhancement has been demonstrated experimentally. For example, Ref. [113] has confirmed the increase of the Rabi frequency with the predicted factor 2N\sqrt{2N} for N=N=1, 2, and 3. The explanation of the paradox is as follows. When considering Rabi oscillations of a many-spin system due to a resonant excitation induced by J±J_{\pm}, the fully symmetric sum of individual spin operators, the frequency of these oscillations, given by the matrix elements of J±J_{\pm}, is proportional to 2N\sqrt{2N} and thus ‘enhanced’. In contrast to this, the frequency of Rabi oscillations of a single spin is not enhanced. The two calculations differ, and to describe the Rabi oscillations of (say, highly polarized) many-spin system, one should use the collective states. However, when calculating the polarization rate, the limit tt\to\infty [see, for example, Eq. (44)] effectively means that we evaluate the rate as the curvature of the Rabi-oscillation curve at t=0t=0. The curvature of that curve is equal to the oscillation amplitude times the oscillation frequency squared. In the many-spin calculation, taking the fully polarized system for illustration, the system oscillates between two states, |j=N,m=N|j=N,m=N\rangle and |j=N,m=N1|j=N,m=N-1\rangle with the frequency enhanced by a factor 2N\sqrt{2N}. The oscillation frequency is large and the amplitude is small, Δm=1\Delta m=1. In a single-spin calculation, each spin oscillates with the same (non-enhanced) Rabi frequency, but the amplitude is 2N, since the system oscillates between m=Nm=N and m=Nm=-N. The resulting rate, being the product of the amplitude and the frequency squared, is the same in both pictures,

R=2N×12singlespincalculation=1×2N2collectivespinstates,R=\underbrace{2N\times 1^{2}}_{\mathrm{single-spin\,calculation}}=\underbrace{1\times\sqrt{2N}^{2}}_{\mathrm{collective\,spin\,states}}, (154)

The two ways are equivalent, justifying our approach of evaluating the rate in a single-spin calculation.

Appendix K Quantitative treatment of the quadrupolar-interaction induced polarization

In Sec. V we have encompassed the quadrupolar interaction effects qualitatively, including it in Eqs. (51) and (52) among the sources of deflection of the electron and nuclear spin quantization axes. Here we aim at a more quantitative description, motivated by the experimental results mentioned in Footnote 27, especially the resonances of the electron Rabi frequency with twice the nuclear Zeeman energy. They correspond to double nuclear spin flips and were observed in Refs. [41, 40, 42]. Among others, we examine what the theory predicts for the ratio of double to single nuclear spin-flip rates.

With this goal, we expand the Hamiltonian in Eq. (2) by the following term

HQ=eQn32Vn,αβ6In(In+1)(In,αIn,β+In,βIn,α).H_{Q}=eQ_{n}\frac{3}{2}\frac{V_{n,\alpha\beta}}{6I_{n}(I_{n}+1)}\left(I_{n,\alpha}I_{n,\beta}+I_{n,\beta}I_{n,\alpha}\right). (155)

Here, QQ is the quadrupolar moment of the nucleus nn, Vn,αβV_{n,\alpha\beta} is the matrix of electric field gradients at the nucleus position, and α\alpha and β\beta are Cartesian coordinates indexes. The nuclear index nn could be traded for the isotope index ii on all quantities. We will omit it entirely from now on for notational simplicity. We also consider axially-symmetric potential, upon which the interaction can be written as due to a tensor VV with a single diagonal component [Eq. (10.60) in Ref. [115]],

HQ=ωQ(𝐈𝐪)2.H_{Q}=\hbar\omega_{Q}(\mathbf{I}\cdot\mathbf{q})^{2}. (156)

We parametrize it by an energy scale ωQ\hbar\omega_{Q} and a unit vector 𝐪\mathbf{q}. The scale sets the quadrupolar splittings, being of the order of 10 kHz in GaAs. Anticipating its meaning, we denote the angle of the unit vector 𝐪\mathbf{q} with the magnetic field direction (the z axis) as δ\delta, the deflection angle.

We now derive the nuclear spin polarization rate in a way alternative to the main text. We start with Eq. (16) with the quadrupolar term added,

H=ωn𝐈𝐳nωe𝐬𝐳e+ωQ(𝐈𝐪)22ωRR𝐬𝐛cos(ωrftϕrf)+J(t)δ𝐈𝐬.\begin{split}H=&-\hbar\omega_{n}\mathbf{I}\cdot\mathbf{z}_{n}-\hbar\omega_{e}\mathbf{s}\cdot\mathbf{z}_{e}+\hbar\omega_{Q}(\mathbf{I}\cdot\mathbf{q})^{2}\\ &-2\hbar\omega_{RR}\mathbf{s}\cdot\mathbf{b}\cos(\omega_{\mathrm{rf}}t-\phi_{\mathrm{rf}})+J(t)\delta\mathbf{I}\cdot\mathbf{s}.\end{split} (157)

and transform only the electron spin operator into the rotating frame

U(t)=exp(i𝐬𝐳eωrft).U(t)=\exp(-i\mathbf{s}\cdot\mathbf{z}_{e}\omega_{\mathrm{rf}}t). (158)

Adopting again the rotating-wave approximation in the fourth term of the Hamiltonian we get

H=ωn𝐈𝐳n+ωQ(𝐈𝐪)2ωR𝐬𝐨e+J(t)δ𝐈R𝐳e,ωrft1𝐬.\begin{split}H^{\prime}=&-\hbar\omega_{n}\mathbf{I}\cdot\mathbf{z}_{n}+\hbar\omega_{Q}(\mathbf{I}\cdot\mathbf{q})^{2}-\hbar\omega_{R}\mathbf{s}\cdot{\mathbf{o}_{e}}\\ &+J(t)\delta\mathbf{I}\cdot R^{-1}_{\mathbf{z}_{e},\omega_{\mathrm{rf}}t}\cdot\mathbf{s}.\end{split} (159)

Since that effect was already analyzed in the main text, we neglect the electron wave-function oscillations in space, putting Jn(t)J(0)JJ_{n}(t)\approx J(0)\equiv J. As then the Hamiltonian does not contain a term that can compensate for the fast frequency ωrf\omega_{\mathrm{rf}}, we may drop the terms oscillating with this frequency in the last term and get a time-independent Hamiltonian

H=ωn𝐈𝐳n+ωQ(𝐈𝐪)2ωR𝐬𝐨e+J(δ𝐈𝐳e)(𝐬𝐳e).\begin{split}H^{\prime}=&-\hbar\omega_{n}\mathbf{I}\cdot\mathbf{z}_{n}+\hbar\omega_{Q}(\mathbf{I}\cdot\mathbf{q})^{2}-\hbar\omega_{R}\mathbf{s}\cdot{\mathbf{o}_{e}}\\ &+J\,(\delta\mathbf{I}\cdot\mathbf{z}_{e})(\mathbf{s}\cdot\mathbf{z}_{e}).\end{split} (160)

Here one can see the relation to the two effects analyzed in the main text: Had we retained the oscillating part of J(t)J(t), it would compensate the oscillating phase of transverse components in the last term, such as δI+s\delta I_{+}s_{-}, and thus provide a channel for nuclear polarization. Alternatively, polarization can arise if the Zeeman terms are not collinear 𝐳n𝐳e\mathbf{z}_{n}\neq\mathbf{z}_{e}. Without either of the two sources, the Hamiltonian without the quadrupolar term can not lead to nuclear spin polarization (as we concluded Sec. IV.1), since it contains only a diagonal operator IzI_{z}. Examining here the effects of the quadrupolar term, we neglect both of the polarization sources already analyzed and set also 𝐳n=𝐳e𝐳\mathbf{z}_{n}=\mathbf{z}_{e}\equiv\mathbf{z}, getting

H=ωnIzωR𝐬𝐨e+ωQ(𝐈𝐪)2+JδIzsz.H^{\prime}=-\hbar\omega_{n}I_{z}-\hbar\omega_{R}\mathbf{s}\cdot{\mathbf{o}_{e}}+\hbar\omega_{Q}(\mathbf{I}\cdot\mathbf{q})^{2}+J\,\delta I_{z}\,s_{z}. (161)

Since the Hamiltonian is time-independent, we evaluate the polarization rate using the Fermi’s Golden Rule (FGR). During the derivation, we will reuse some of the results of the main text. We first assume that the quadrupolar term is smaller than the nuclear Zeeman energy, so that we can treat it (together with the hyperfine term) perturbatively. We thus define the unperturbed system with the first two terms of Eq. (161), resulting in the basis states |sj|sj\rangle given in the main text in Eq. (24) with ss representing the z component of the electron spin and jj the nuclear spin.

We first consider a single-spin-flip resonance, meaning ωR1×ωn\hbar\omega_{R}\approx 1\times\hbar\omega_{n}. The FGR then gives for the nuclear-spin-increasing transition rate

Γ+=2π|,j+1|Heff|+,j|2pj,+GΣ(ωRωn).\Gamma_{+}=\frac{2\pi}{\hbar}\left|\langle-,j+1|H_{\mathrm{eff}}|+,j\rangle\right|^{2}p_{j,+}G_{\Sigma}\left(\omega_{R}-\omega_{n}\right). (162)

Here, we have identified the density of states in the FGR with Eq. (47g), p+,jp_{+,j} is the occupation probability of the initial state |+,j|+,j\rangle, and the matrix element between the quasi-degenerate states |+,j|+,j\rangle and |,j+1|-,j+1\rangle should be evaluated by the Hamiltonian HeffH_{\mathrm{eff}} describing the quasi-degenerate subspace. We get this effective Hamiltonian in the second-order of the degenerate perturbation theory ([116]; see Footnote 1 in Ref. [117]),

m|Heff|m=lm,mm|H1|ll|H1|m(1Eml+1Eml).\langle m|H_{\mathrm{eff}}|m^{\prime}\rangle=\sum_{l\neq m,m^{\prime}}\langle m|H^{\prime}_{1}|l\rangle\langle l|H^{\prime}_{1}|m^{\prime}\rangle\left(\frac{1}{E_{ml}}+\frac{1}{E_{m^{\prime}l}}\right). (163)

where mm and mm^{\prime} are the two quasi-degenerate states, ll are other basis states, and we have denoted the third and fourth term of Eq. (161) as H1=HQ+HJH^{\prime}_{1}=H_{Q}+H_{J}, the perturbation part of the Hamiltonian. Since the two terms of HzH_{z}^{\prime} have simple matrix elements (HQH_{Q} being identity in the electron sector and HJH_{J} being diagonal in the nuclear sector), one can simplify the effective Hamiltonian to

Heff=1ωn[HQ,HJ].H_{\mathrm{eff}}=\frac{1}{\hbar\omega_{n}}[H_{Q},H_{J}]. (164)

The simplification shows that the expression for the rate contains the following matrix element of nuclear spin operators

α~I=1ITr({I+,Iz}ρ{I,Iz}),\tilde{\alpha}_{I}=\frac{1}{I}\mathrm{Tr}\left(\{I_{+},I_{z}\}\rho\{I_{-},I_{z}\}\right), (165)

where {.,.}\{.,.\} is the anticommutator and ρ\rho is the system density matrix. For unpolarized nuclear spins, a limit that we restrict to, the matrix element can be calculated exactly giving

α~I=215(4I3+8I2+I3).\tilde{\alpha}_{I}=\frac{2}{15}\left(4I^{3}+8I^{2}+I-3\right). (166)

Introducting q±=qx±iqyq_{\pm}=q_{x}\pm iq_{y} as the complex components of the unit vector 𝐪\mathbf{q}, the transition rate takes the form

Γ+=2π|ωQJωn|sz|+qqz|2Iα~Ip+GΣ(ωRωn),\Gamma_{+}=\frac{2\pi}{\hbar}\left|\frac{\hbar\omega_{Q}J}{\hbar\omega_{n}}\langle-|s_{z}|+\rangle q_{-}q_{z}\right|^{2}I\tilde{\alpha}_{I}p_{+}G_{\Sigma}\left(\omega_{R}-\omega_{n}\right), (167)

where p+pep_{+}\equiv p^{e}_{\uparrow} introduced in Eq. (78). The rate for the opposite (nuclear-spin decreasing) transition takes the same form upon swapping all ‘+’ and ‘-’ indexes, resulting in the only consequential change being p+pp_{+}\to p_{-}. For the polarization rate tpi=(Γ+Γ)/I\partial_{t}p_{i}=(\Gamma_{+}-\Gamma_{-})/I we get

tpi1f\displaystyle\partial_{t}p_{i}^{\mathrm{1f}} =πXQ,1f2α~IpeGΣ(ωRωi),\displaystyle=\frac{\pi}{\hbar}X_{Q,\mathrm{1f}}^{2}\tilde{\alpha}_{I}p_{e}G_{\Sigma}\left(\omega_{R}-\omega_{i}\right), (168a)
XQ,1f\displaystyle X_{Q,\mathrm{1f}} =Ai4NtotωQωnsin2δ22cosγ,\displaystyle=\frac{A_{i}}{4N_{\mathrm{tot}}}\frac{\hbar\omega_{Q}}{\hbar\omega_{n}}\frac{\sin 2\delta}{2\sqrt{2}}\cos\gamma, (168b)

where we introduced the matrix element XQX_{Q} as the effective ‘deflection’ matrix element induced by the quadrupolar interation. It should be compared to Eq. (47b) and we find an explicit prescription for the quadrupolar-induced effective axes deflection, anticipated in Eq. (52), as

lBBωQωnsin2δ22.\frac{l\nabla_{\perp}B}{B}\to\frac{\hbar\omega_{Q}}{\hbar\omega_{n}}\frac{\sin 2\delta}{2\sqrt{2}}. (169)

This is the first main result of this section.

We next consider the double-spin-flip transitions, assuming ωR2×ωn\hbar\omega_{R}\approx 2\times\hbar\omega_{n}. Since the calculation is analogous, we point out only the differences. The nuclear-spin operator that induces the transitions in Eq. (165) is changed to

1ITr({I+,I+}ρ{I,I}).\frac{1}{I}\mathrm{Tr}\left(\{I_{+},I_{+}\}\rho\{I_{-},I_{-}\}\right). (170)

Interestingly, its average over an unpolarized ensemble is exactly four times the one given in Eq. (166). The denominator of the transition rate in Eq. (167) is now 2ωn2\hbar\omega_{n} instead of ωn\hbar\omega_{n} and the factor qqzq_{-}q_{z} changes to q2q_{-}^{2}. These changes result in an expression basically identical to Eq. (168) up to a change in the dependency on the quadrupolar deflection angle δ\delta:

tpi2f\displaystyle\partial_{t}p_{i}^{\mathrm{2f}} =πXQ,2f2α~IpeGΣ(ωR2ωi),\displaystyle=\frac{\pi}{\hbar}X_{Q,\mathrm{2f}}^{2}\tilde{\alpha}_{I}p_{e}G_{\Sigma}\left(\omega_{R}-2\omega_{i}\right), (171a)
XQ,2f\displaystyle X_{Q,\mathrm{2f}} =Ai4NtotωQ2ωnsin2δ2cosγ.\displaystyle=\frac{A_{i}}{4N_{\mathrm{tot}}}\frac{\hbar\omega_{Q}}{2\hbar\omega_{n}}\frac{\sin^{2}\delta}{\sqrt{2}}\cos\gamma. (171b)

We then arrive at the second main result here, the ratio of the single-flip to double-flip polarization rates (at their respective resonances, assuming the density of states are the same):

XQ,1f2XQ,2f2=4coth2δ.\frac{X^{2}_{Q,\mathrm{1f}}}{X^{2}_{Q,\mathrm{2f}}}=4\coth^{2}\delta. (172)

Interestingly, the double-flip process is not necessarily weaker than a single-flip one. The ratio of the two rates can reach any value, depending on the angle δ\delta, the orientation of the electric field gradient with respect to the magnetic field.

In the preceding calculation, we have considered the limit where the nuclear quadrupolar interaction is smaller than the nuclear Zeeman energy. We finish with a short comment on the opposite limit. The above procedure could be performed similarly, swapping the roles of the quadrupolar and Zeeman term in defining the basis and providing the perturbation allowing transitions. However, if the quadrupolar interaction dominates, only a ‘single-flip’ resonance occurs, when the electron Rabi frequency matches the nuclear Zeeman energy, the energy difference between the spin ±1/2\pm 1/2 nuclear states. Other energy resonances are given the quadrupolar energy, rather than the Zeeman energy. Since in the experiments, clear single as well as double spin-flip resonances were observed in Refs. [41, 40, 42], we do not pursue the calculation in this limit.

Appendix L Notation: list of defined quantities

We collect the definitions of the main symbols used throughout the text for easier reference and lookup. We group them in the three parts of Table L.

Zeeman energies, Larmor frequencies, and related quantities
electron nucleus description sign definition
qeq_{e} qnq_{n} sign of electric charge signed qe=1q_{e}=-1, qn=+1q_{n}=+1
geg_{e} gng_{n} gg factor signed material parameter
μB\mu_{B} μN\mu_{N} magneton positive nature constant
ss II spin magnitude positive s=1/2s=1/2, I=(half)integerI=\mathrm{(half)integer}
𝐬\mathbf{s} 𝐈\mathbf{I} spin operator vector 𝐈2=I(I+1)\mathbf{I}^{2}=I(I+1), 𝐬2=s(s+1)\mathbf{s}^{2}=s(s+1)
𝐁e\mathbf{B}_{e} 𝐁n\mathbf{B}_{n} magnetic field vector tunable parameter
𝐳e\mathbf{z}_{e} 𝐳n\mathbf{z}_{n} spin ground-state direction unit vector 𝐳=sgn(qg)𝐁/B\mathbf{z}=\mathrm{sgn}(qg)\mathbf{B}/B
ωe\hbar\omega_{e} ωn\hbar\omega_{n} Zeeman energy positive ωn=|gnμNB|\hbar\omega_{n}=|g_{n}\mu_{N}B|; for ωe\hbar\omega_{e}, see Eq. (10)
fef_{e} fnf_{n} Larmor frequency positive f=ω/2πf=\omega/2\pi
δ,δ\delta,\delta^{\prime} angles relating 𝐳e\mathbf{z}_{e} and 𝐳n\mathbf{z}_{n} signed see Fig. 2
Table III-1: Quantities related to the Larmor precession speed and the spin orientation.
Atomic and nuclear quantities
quantity description sign definition
a0a_{0} lattice constant positive material parameter
v0v_{0} volume per atom positive v0=a03/8v_{0}=a_{0}^{3}/8
VDV_{D} quantum dot volume positive VD=1/dV|Ψ|4V_{D}=1/\int\mathrm{d}V|\Psi|^{4}
NtotN_{\mathrm{tot}} number of atoms in the dot positive Ntot=VD/v0N_{\mathrm{tot}}=V_{D}/v_{0}
ϕi\phi_{i} isotopic fraction positive material parameter
NiN_{i} number of atoms for ii-th isotope positive Ni=NtotϕiN_{i}=N_{\mathrm{tot}}\phi_{i}
AiA_{i} hyperfine constant for ii-th isotope signed 43v0μNμBgi|ηi|2\frac{4}{3v_{0}}\mu_{N}\mu_{B}g_{i}|\eta_{i}|^{2}
JnJ_{n} hyperfine coupling strength for nucleus nn signed Jn=Anv0|Ψn|2J_{n}=A_{n}v_{0}|\Psi_{n}|^{2}
JJ average hyperfine coupling strength signed JJn=Ai/NtotJ\equiv\langle J_{n}\rangle=A_{i}/N_{\mathrm{tot}}
ωQ\hbar\omega_{Q} quadrupolar interaction strength signed 3eQ(𝐪𝐕𝐪)/6I(I+1)3eQ(\mathbf{q}\cdot\mathbf{V}\cdot\mathbf{q})/6I(I+1)
Table III-2: Quantities related to nuclear spins. The relation v0=a03/8v_{0}=a_{0}^{3}/8 applies for zinc-blende and diamond crystals. For our wave-function choice in Eq. (1), the quantum dot volume is VD=2πl2lzV_{D}=2\pi l^{2}l_{z}, see Appendix A. The amplitude of the electron Bloch wave function at the atomic nucleus is ηi\eta_{i}. For the electric-field gradient tensor is 𝐕\mathbf{V} the quadrupolar interaction magnitude ωQ\hbar\omega_{Q}, see Eqs. (155)-(156).
EDSR related quantities
quantity description sign definition
𝐝\mathbf{d} dot shift in space in-plane vector 𝐝=e𝐄0l2/(2/ml2)\mathbf{d}=e\mathbf{E}_{0}l^{2}/(\hbar^{2}/ml^{2})
𝐛\mathbf{b} direction of the EDSR field unit vector see Eq. (13)
γ\gamma detuning angle signed sinγ=fΔ/fR\sin\gamma=-f_{\Delta}/f_{R}
ϕrf\phi_{\mathrm{rf}} phase shift of the EDSR signal signed 𝐄(t)=𝐄0cos(ωrftϕrf)\mathbf{E}(t)=\mathbf{E}_{0}\cos(\omega_{\mathrm{rf}}t-\phi_{\mathrm{rf}})
freq. ang. freq. (ω=2πf)(\omega=2\pi f)
frff_{\mathrm{rf}} ωrf\omega_{\mathrm{rf}} frequency of the EDSR drive positive tunable parameter
fΔf_{\Delta} ωΔ\omega_{\Delta} detuning frequency signed fΔ=frffef_{\Delta}=f_{\mathrm{rf}}-f_{e}
fRRf_{RR} ωRR\omega_{RR} Rabi frequency at resonance positive see Eq. (13)
fRf_{R} ωR\omega_{R} Rabi frequency positive fR=(fRR)2+fΔ2f_{R}=\sqrt{(f_{RR})^{2}+f_{\Delta}^{2}}
Table III-3: Quantities related to the EDSR drive.

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