Numerical study of SQUID array responses due to asymmetric junction parameters
Abstract
Superconducting quantum interference device arrays have been extensively studied for their high magnetic field sensitivity. The performance of these devices strongly depends on the characteristic parameters of their Josephson junctions, i.e. their critical currents and shunt resistances. Using a resistively shunted junction model and including thermal noise, we perform a numerical investigation of the effects of asymmetric Josephson junctions by independently studying variations in the critical currents and junction resistances. We compare the voltage response of a dc-SQUID with a 1D parallel SQUID array and study the maximum transfer function dependence on the number of junctions in parallel, the screening parameter and thermal noise strength. Our results show that the maximum transfer function and linearity increase with the number of junctions in parallel for arrays with different junction resistances, in contrast to SQUID arrays with identical junctions or with spreads in the critical currents.
Index Terms:
SQUID, superconducting electronics, thermal noiseI Introduction
Superconducting quantum interference devices (SQUIDs) are highly sensitive magnetic field sensors which rely on their superconducting properties and the Josephson effect. Understanding the effect of each of the components of the SQUID, such as inductance, normal resistance and the effects of thermal noise are necessary to design effective devices. For a dc-SQUID these have been extensively studied [1, 2]. However SQUID arrays present a more complex system to study due the larger number of variables such as the number of junctions [3, 4] and the superconducting film properties, such as the London penetration depth [5, 6]. At the same time, this large parameter space allows for more tuneability and has the potential to further increase their performance. The effect of the junction characteristics, i.e. critical current and resistance spreads, can substantially affect the device performance. Spreads in the junction parameters can appear due to fabrication processes and they are very common in high-temperature superconductors [7, 8]. For these junction spreads the junction critical current and normal resistance have been shown to be correlated [9, 10]. Alternatively, asymmetric junctions and shunt resistances can be deliberately designed in order to obtain a voltage response with high linearity [11, 12, 13, 14].
In this paper we numerically investigate the voltage response and maximum transfer function of SQUID arrays with non-identical Josephson junctions using a resistively shunted junction model [4]. Here we consider the junction asymmetry due to different critical currents and different shunt resistances independently, similar to the study done by Tesche and Clarke [1] for a dc-SQUID. This method allows us to discern between the asymmetric contributions of critical currents and shunt resistances which is important when designing high performance SQUID arrays.
II Modelling
In this paper we use a resistively shunted model [4] to perform a numerical investigation of SQUID arrays with non-identical Josephson junctions that are uniformly biased (one bias lead aligned with each junction). The expression for the dynamics of the array is defined as,
(1) |
where with the phase difference at the kth junction, is the normalized time, the flux quantum and is a vector with time-independent components. where is the normalized resistance of the kth junction and is the average resistance across the array. with the normalized critical current of the kth junction and and is the average critical current of the array. The definition for the matrices , and vector quantities and can be found in [4].
The normalized noise currents are generated at each time-step using random number generators that follow a Gaussian distribution where its mean and mean-square-deviation satisfy
(2) |
where the thermal noise strength is
(3) |
Here is the Boltzmann constant, the device operating temperature and the normalized time-step used when solving Eq. (1) numerically. In this work we use .
The junction asymmetry can be caused by different critical currents or by having junctions with different shunt resistances. To analyse independently the contributions of the critical currents and resistances we define and using two independent parameters and , which define the degree of asymmetry of the junction.
Here defines the normalized degree of asymmetry of the junction’s critical currents. For this study, the junction critical currents are defined by
(4) |
where is the number of junctions in parallel. Likewise the junction shunt resistances are defined using a normalized degree of asymmetry ,
(5) |
II-A Normalized variables
The normalized bias current is where is the total bias current. In this work we are studying uniformly biased SQUID arrays, where each bias lead carries . The normalized applied flux is with being the applied magnetic flux, and the normalized time-averaged voltage is . The screening parameter is and the thermal noise strength is the average of .
III Results
Here we will study the contribution of these asymmetries independently by fixing the degree of asymmetry of the critical currents to while varying the resistances degree of asymmetry , and vice-versa.
III-A Voltage response
Figure 1 shows the response of a dc-SQUID with different and for a device with , and . Figure 1(a) shows the effect of varying the critical current degree of asymmetry while fixing . Increasing produces a decrease of the voltage modulation depth and a -shift. Figure 1(b) shows the effect of varying while keeping . In this case increasing increases the voltage response asymmetry and also produces a smaller -shift. These results are consistent with previously shown results for a dc-SQUID without thermal noise effects [1].


Figure 2 shows the response of a 1D parallel SQUID array with with asymmetric junctions, , and . Figure 2(a) shows the effect of varying the critical current degree of asymmetry while fixing . Increasing produces a decrease of the voltage modulation depth and a -shift in the voltage response.
Figure 2(b) shows the effect of varying while keeping . Similar to the dc-SQUID case, increasing creates a more asymmetric voltage response.
III-B Maximum transfer function dependence on
Figures 1 and 2 showed that the voltage modulation depth and voltage response asymmetry increases with . To better understand this dependence Fig. 3 shows the maximum transfer function versus for devices with , and . Figure 3(a) shows curves for and and . For , decreases with for . The decrease of with is stronger for larger .
Figure 3(b) shows curves for and and . In contrast to Fig. 3(a), increasing allows to increase with past the plateauing point present for identical junctions, i.e. [15]. This is a key result of our paper, which shows that the performance of a parallel SQUID array uniformly biased can be further enhanced by introducing junction asymmetry due to different shunt resistances.

III-C Maximum transfer function dependence on and
In previous sections and have been fixed to typical values of YBCO SQUIDs with step-edge junctions operating at 77 . In this section the degree of asymmetry parameters and are fixed and the dependence of the maximum transfer on and is studied.
Figure 4 shows a 3D map of the of a dc-SQUID for a range of and . The dependence of on and is very similar for a device with critical current asymmetry (Fig.4(a)) and with shunt resistance asymmetry (Fig. 4(b)), with the larger appearing at small and .

Figure 5 shows a 3D map of the of a 1D parallel SQUID array with for a range of and . As seen before for the dc-SQUID, the and dependence of Fig. 5(a) and Fig. 5(b) is similar. However, for the 1D parallel array the most relevant parameter is showing that large transfer functions can be obtained for different if is kept small.

IV Summary
In this paper we have discussed the effects of junction asymmetries caused by different critical currents and different shunt resistances on the response of 1D SQUID arrays.
Firstly, we have compared the voltage versus magnetic flux response of a dc-SQUID with a 1D parallel SQUID array with and showed that asymmetric junctions reduce the voltage modulation depth and produce a shift with the applied flux in the voltage response. Our simulations also showed that asymmetric junctions due to different resistances produce a voltage response asymmetry, which becomes more pronounced for SQUID arrays.
Secondly, we analysed the maximum transfer function as a function of . Our results showed that, after reaching a maximum, starts to decrease with for arrays where their junctions have different critical currents. On the other hand, when the junction asymmetry is due to different shunt resistances, but equal critical currents keeps increasing with , over the studied range. Therefore having different shunt resistances could overcome the plateauing trend present for SQUID arrays with identical junctions.
Finally, we investigated the dependence on and . Our simulations showed that a dc-SQUID requires small and to optimise the transfer function, while SQUID arrays show more robustness for larger if is kept small.
Acknowledgement
The authors are grateful to C. Lewis, K-H. Müller and J. Beyer for helpful discussions.
References
- Tesche and Clarke [1977] C. D. Tesche and J. Clarke. dc squid: Noise and optimization. Journal of Low Temperature Physics, 29:301–331, 11 1977. ISSN 0022-2291. doi: 10.1007/BF00655097.
- Clarke and Braginski [2004] J. Clarke and A. I. Braginski. The SQUID Handbook, volume 1. Wiley, 5 2004. ISBN 9783527402298. doi: 10.1002/3527603646.
- Oppenländer et al. [2000] J. Oppenländer, Ch. Häussler, and N. Schopohl. Non-{}-periodic macroscopic quantum interference in one-dimensional parallel josephson junction arrays with unconventional grating structure. Physical Review B, 63:024511, 12 2000. ISSN 0163-1829. doi: 10.1103/PhysRevB.63.024511.
- Labarias et al. [2022a] M.A. Galí Labarias, K.-H. Müller, and E.E. Mitchell. Modeling the transfer function of two-dimensional squid and sqif arrays with thermal noise. Physical Review Applied, 17:064009, 6 2022a. ISSN 2331-7019. doi: 10.1103/PhysRevApplied.17.064009.
- Tolpygo and Gurvitch [1996] S. K. Tolpygo and M. Gurvitch. Critical currents and josephson penetration depth in planar thin‐film high‐ t c josephson junctions. Applied Physics Letters, 69:3914–3916, 12 1996. ISSN 0003-6951. doi: 10.1063/1.117568.
- Keenan et al. [2021] Shane Keenan, Colin Pegrum, Marc Gali Labarias, and Emma E. Mitchell. Determining the temperature-dependent london penetration depth in hts thin films and its effect on squid performance. Applied Physics Letters, 119:142601, 10 2021. ISSN 0003-6951. doi: 10.1063/5.0065790.
- Shadrin et al. [2003] Pavel Shadrin, C.L. Jia, and Yuri Divin. Spread of critical currents in thin-film yba/sub 2/cu/sub 3/o/sub 7-x/ bicrystal junctions and faceting of grain boundary. IEEE Transactions on Appiled Superconductivity, 13:603–605, 6 2003. ISSN 1051-8223. doi: 10.1109/TASC.2003.813959.
- Lam et al. [2014] S. K. H. Lam, J. Lazar, J. Du, and C. P. Foley. Critical current variation in yba2cu3o7-x step-edge junction arrays on mgo substrates. Superconductor Science and Technology, 27:055011, 5 2014. ISSN 0953-2048. doi: 10.1088/0953-2048/27/5/055011.
- Gross et al. [1997] R. Gross, L. Alff, A. Beck, O. M. Froehlich, D. Koelle, and A. Marx. Physics and technology of high temperature superconducting josephson junctions. IEEE Transactions on Appiled Superconductivity, 7:2929–2935, 6 1997. ISSN 10518223. doi: 10.1109/77.621919.
- Yoshida et al. [2004] Jiro Yoshida, Hiroshi Katsuno, Kohei Nakayama, and Toshihiko Nagano. Current transport and the fluctuation of critical current in high-temperature superconductor interface-engineered josephson junctions. Physical Review B, 70:054511, 8 2004. ISSN 1098-0121. doi: 10.1103/PhysRevB.70.054511.
- Jeng et al. [2005] J.T. Jeng, H.C. Hung, C.R. Lin, C.H. Wu, K.L. Chen, J.-C. Chen, H.C. Yang, S.H. Liao, and H.E. Horng. Flux-to-voltage transfer function of the series-squid array with grain-boundary josephson junctions. IEEE Transactions on Appiled Superconductivity, 15:793–796, 6 2005. ISSN 1051-8223. doi: 10.1109/TASC.2005.850063.
- Kornev et al. [2009] V. K. Kornev, I. I. Soloviev, N. V. Klenov, and O. A. Mukhanov. High linearity sqif-like josephson-junction structures. IEEE Transactions on Applied Superconductivity, 19:741–744, 6 2009. ISSN 1051-8223. doi: 10.1109/TASC.2009.2019543.
- Drung et al. [2009] D. Drung, J. Beyer, M. Peters, J.-H. Storm, and T. Schurig. Novel squid current sensors with high linearity at high frequencies. IEEE Transactions on Applied Superconductivity, 19:772–777, 6 2009. ISSN 1051-8223. doi: 10.1109/TASC.2009.2017887.
- Crété et al. [2021] Denis Crété, Julien Kermorvant, Yves Lemaître, Bruno Marcilhac, Salvatore Mesoraca, Juan Trastoy, and Christian Ulysse. Evaluation of self-field effects in magnetometers based on meander-shaped arrays of josephson junctions or squids connected in series. Micromachines, 12:1588, 12 2021. ISSN 2072-666X. doi: 10.3390/mi12121588.
- Labarias et al. [2022b] M. A. Gali Labarias, K.-H. Muller, and E. E. Mitchell. The role of coupling radius in 1-d parallel and 2-d squid and sqif arrays. IEEE Transactions on Applied Superconductivity, 32:1600205, 6 2022b. ISSN 1051-8223. doi: 10.1109/TASC.2021.3133202.