Effects of wave damping and finite perpendicular scale on three-dimensional Alfvén wave parametric decay in low-beta plasmas
Abstract
Shear Alfvén wave parametric decay instability (PDI) provides a potential path toward significant wave dissipation and plasma heating. However, fundamental questions regarding how PDI is excited in a realistic three-dimensional (3D) open system and how critically the finite perpendicular wave scale—as found in both laboratory and space plasmas—affects the excitation remain poorly understood. Here, we present the first 3D, open-boundary, hybrid kinetic-fluid simulations of kinetic Alfvén wave PDI in low-beta plasmas. Key findings are that the PDI excitation is strongly limited by the wave damping present, including electron-ion collisional damping (represented by a constant resistivity) and geometrical attenuation associated with the finite-scale Alfvén wave, and ion Landau damping of the child acoustic wave. The perpendicular wave scale alone, however, plays no discernible role: waves of different perpendicular scales exhibit similar instability growth as long as the magnitude of the parallel ponderomotive force remains unchanged. These findings are corroborated by theoretical analysis and estimates. The new understanding of 3D kinetic Alfvén wave PDI physics is essential for laboratory study of the basic plasma process and may also help evaluate the relevance/role of PDI in low-beta space plasmas.
I Introduction
Alfvén waves represent a fundamental magnetohydrodynamic (MHD) mode with far-reaching implications for laboratory, space, and astrophysical plasmas. The interaction of Alfvén waves with energetic particles is crucial to the performance of burning fusion plasmas Chen and Zonca (2016). Shear Alfvén waves are also an excellent carrier of significant magnetic and kinetic energy over large distances in space plasmas. Nonlinear processes associated with large-amplitude Alfvén waves are key to understanding several major problems such as turbulent cascades and plasma energization. As a prominent example, parametric instabilities are thought to potentially contribute to solar coronal heating Del Zanna and Velli (2002), the observed spectrum and cross-helicity of solar wind turbulence Inhester (1990); Del Zanna, Velli, and Londrillo (2001); Yoon and Fang (2008), and damping of fast magnetosonic waves in fusion plasmas Lee et al. (1998); Oosako et al. (2009). In particular, the parametric decay instability (PDI) Sagdeev and Galeev (1969); Derby Jr (1978); Goldstein (1978), well established in theory for over half a century Sagdeev and Galeev (1969); Hasegawa and Chen (1976); Derby Jr (1978); Goldstein (1978); Wong and Goldstein (1986); Longtin and Sonnerup (1986); Hollweg, Esser, and Jayanti (1993); Hollweg (1994), produces a forward propagating ion acoustic wave (or sound wave which we use interchangeably hereafter) and a backward propagating Alfvén wave; this process may directly cause plasma heating and cascades of wave decays Chandran (2018); Kiyani, Osman, and Chapman (2015). Theory also suggests a modulational instability, which results in forward propagating upper and lower Alfvénic sidebands as well as a non-resonant acoustic mode at the sideband separation frequency Hollweg (1994).
Observational evidence of Alfvén wave PDI in space plasma has been reported. A satellite measurement in the ion foreshock region found a number of possible PDI events, yet the results were inconclusive as the “decay line” signatures were missing in many intervals Spangler, Leckband, and Cairns (1997). An analysis of WIND spacecraft data suggested that the fluctuations of magnetic field and plasma density in the solar wind at 1 AU may be limited by the PDI Bowen et al. (2018). Hahn et al. recently reported an observational evidence of PDI in the lower solar atmosphere using remote measurements of spectral lines Hahn, Fu, and Savin (2022). However, space observations can be limited (e.g. by a turbulent environment and the lack of control over the process) and especially challenging in the near-Sun low-beta region, where the PDI is predicted to have largest growth rates.
To fully elucidate the relevance and role of PDI in space plasma dynamics, more controlled studies using either laboratory experiments or numerical modeling are needed. Such investigations under dimensionless and scaled parameters similar to that of some space plasma regions Howes (2018); Lichko et al. (2023); Dorfman et al. (2023a) will help validate PDI theories and gain new insights into the spatiotemporal behavior and consequences of this basic plasma wave phenomenon. Experimental progress has been made over the past decade in studying PDI-related physics with the Large Plasma Device (LAPD), a flagship device hosted at UCLA uniquely suited for studying space-relevant Alfvén waves in low-beta plasmas Gekelman et al. (1997); Gekelman (1999); Maggs and Morales (2003); Vincena and Gekelman (2006); Auerbach et al. (2010, 2011); Howes et al. (2012); Dorfman and Carter (2013, 2016). Using two counter-propagating Alfvén waves of comparable amplitudes, the three-wave coupling at the heart of PDI was verified by measuring a clear resonant peak in the acoustic beat wave response. Dorfman and Carter (2013); more recently, PDI growth rates have been inferred from a reduction in the damping of a small-amplitude, counter-propagating seed wave when a large-amplitude pump wave is turned on Dorfman et al. (2023b). Nevertheless, these experiments have thus far not been able to produce PDI in its standard form driven by a single Alfvén wave. When using a single wave driver, Alfvén wave sidebands and a low frequency nonresonant mode were produced Dorfman and Carter (2016). However, the spatial pattern of the child modes does not match predictions for the standard perpendicular wavenumber modulational instability, suggesting that perpendicular nonlinear forces play a key role in the observations. The standard modulational instability is also predicted to have a significantly smaller growth rate than PDI under the chosen set of experimental parameters Hollweg (1994).
On the other hand, extensive numerical modeling of PDI has been conducted, using either MHD simulations Del Zanna, Velli, and Londrillo (2001); Shi et al. (2017), hybrid simulations Terasawa et al. (1986); Vasquez (1995); Araneda, Marsch, and Vinas (2007); Matteini et al. (2010); Fu et al. (2018); González et al. (2020); Li, Fu, and Dorfman (2022a, b), or even full particle simulations Nariyuki, Matsukiyo, and Hada (2008); González, Innocenti, and Tenerani (2023). However, a periodic infinite system has been routinely adopted by many of these studies, lacking direct relevance to both the laboratory and space plasma settings which feature an open system with wave injection. Preliminary open-boundary simulations showed distinct energy transfer and partition from usual periodic boundary interactions Li, Fu, and Dorfman (2022a). More critically, most of these simulations have focused on investigating the consequences of PDI, without addressing what conditions are needed to excite PDI in the first place. This problem is nontrivial as partly illustrated by the difficulty in demonstrating PDI in the laboratory, and directly determines the relevance of PDI in space plasmas.
Toward addressing the excitation problem, we have recently developed quasi-1D open-boundary hybrid simulations focusing on LAPD-relevant conditions Li, Fu, and Dorfman (2022b), and found the threshold amplitudes and frequencies of a planar zero- Alfvén wave required for exciting PDI under given plasma parameters. Physically, these thresholds were obtained by requiring PDI to grow faster than Landau damping of the acoustic mode, as well as the convective motion of both child modes in a bounded plasma. While the result is of interest to both the laboratory and space study at large perpendicular wave scales (i.e. the spatial extent across the background magnetic field), Alfvén waves in both contexts can also develop significant wave . In the low-beta solar coronal region, large may be induced by transverse plasma gradients, resonance absorption, and turbulent cascade Ofman and Davila (1995); Hollweg (1999); Kiyani, Osman, and Chapman (2015). In the laboratory, ( is the ion inertial length) due to the finite perpendicular antenna size necessary to fit the wave in the laboratory plasma column Morales and Maggs (1997). These finite- kinetic Alfvén waves carry significant parallel electric current channels Hollweg (1999); Gigliotti et al. (2009), fundamentally different from the plane-wave scenario Li, Fu, and Dorfman (2022b). How the PDI excitation may be modified by the new 3D features remains poorly understood. Furthermore, previous PDI theories were mostly derived for plane waves Derby Jr (1978); Goldstein (1978); Hollweg (1994), although some theoretical/numerical studies allowed for child/parent waves with finite Viñas and Goldstein (1991); Matteini et al. (2010); Shi (2019). It is not clear, and no present theory explores, how associated with a finite-perpendicular-scale pump wave may influence PDI development.
In the present work, we present for the first time 3D open-boundary hybrid simulations of PDI driven by a single Alfvén wave of finite perpendicular scale. Our central new results are that the PDI excitation is found to be strongly limited by 3D wave damping of the child modes, including both the Alfvén wave damping and acoustic wave damping. Currently considered by the simulations are i) electron-ion collisional damping (represented by a constant resistivity Winske and Omidi (1991)) and geometrical attenuation associated with the finite-frequency, finite-source-size Alfvén wave Morales and Maggs (1997), and ii) ion Landau damping of the child acoustic wave. On the other hand, for a given magnitude of wave damping, the PDI excitation in a low-beta plasma is found to have no discernible dependence on alone, as long as the parallel ponderomotive force remains constant. This lack of a dependence on means that existing laboratory experiments, which can only produce highly oblique Alfvén waves, may still be capable of demonstrating PDI excitation. In space plasmas, the effectiveness of PDI under large is important to establishing the relevance of PDI as wave energy cascades in the perpendicular direction towards a small dissipation scale.
II 3D open-boundary hybrid simulation of PDI with a single finite-scale Alfvén wave
We start by introducing the 3D simulation setup (Fig. 1) based on the H3D code Karimabadi et al. (2006), which models kinetic ions plus a massless electron fluid. The box/plasma occupies = [0,100] along the background magnetic field () direction, and two field masks (used for absorbing Alfvén waves Li, Fu, and Dorfman (2022a)) occupy = [0,30] and = [70,100]. Only the central region = [30, 70], containing actual Alfvén wave-plasma interactions, is displayed. The cell size along is . In this example, the perpendicular dimensions are of size and sampled by cells. The ions are sampled by 125 macro-particles per cell. The electron fluid follows the adiabatic equation of state , where is the electron density and . The time step is where is the ion cyclotron frequency.

The injection fields of a finite-scale, left-hand circularly polarized Alfvén wave are prepared as follows. First, in Simulation #1, a linearly polarized field is prescribed at with the distribution for and otherwise, where (to avoid nonlinear interactions), , () represents the center of the perpendicular plane, and ; then the downstream magnetic fields (both components) at the perpendicular plane are extracted as the first set of base fields . Note that while in this preparation run, taken downstream after processed by the field solver are divergence free. We repeat this process in Simulation #2, where we prescribe a linearly polarized field and obtain the second set of base fields . For actual physics runs, we inject the Alfvén wave by prescribing at the following combined base fields:
(1a) | ||||
(1b) |
where is the normalized wave amplitude and , found at , are the maximum value of , respectively. The injection contains a small ring-up time of 50 and lasts for The dispersion relation of resulting Alfvén wave in the downstream was checked and verified.
The transverse field patterns both at the injection and downstream are displayed in Figs. 1(d1-d4), where this simulation case uses parameters , , and total beta . As the finite-scale wave propagates essentially in an Alfvén wave cone Morales and Maggs (1997), the wave pattern rotates and spans multiple cycles in the perpendicular plane, giving a dominant (following a Bessel function fit Morales and Maggs (1997)). Figure 1(a) shows the contour surface of the perpendicular wave field (for an initial injection of amplitude ) at , well before the onset of PDI. This finite-scale wave contains two rotating parallel electric currents [Fig. 1(b)]. The parallel currents exert an influence on both the wave fields and ion dynamics through a constant resistivity used in the hybrid code to mimic electron-ion collisions, where is the collisional rate and the electron plasma frequency; see the Ohm’s law and ion motion equation of the hybrid system Winske and Omidi (1991):
(2) |
(3) |
where is the electric field, is the electron pressure tensor, is the total plasma current, is the elementary charge, is the light speed in a vacuum, and () are the ensemble ion speed, individual ion speed, ion charge, ion mass, and ion density, respectively. In the present case, the normalized resistivity used in the code is ( is the ion plasma frequency).

The evidence of PDI is partly illustrated by the density fluctuations shown at [Fig. 1(c)], after the instability has sufficiently developed. The fluctuations are associated with the child acoustic wave, which co-propagates with the pump Alfvén wave. The acoustic wave develops bowed isosurfaces as a result of nonlinear frequency shifts, i.e. central axis corresponds to larger wave amplitudes and more frequency shifts toward the smaller end. To further confirm the PDI signatures, we probe the temporal evolution of the field envelope and ion charge-density fluctuations at a fixed location and display the result in Fig. 1(e). These fluctuations start to emerge after a few hundreds of and continue to increase throughout the simulation. The field envelope oscillates due to the pump () beating with the child Alfvén wave () with a frequency difference , and the density fluctuation oscillates at the eigen acoustic wave frequency . Their growth matches each other in time, and their similar oscillation frequency verifies the frequency matching condition as required for PDI coupling Sagdeev and Galeev (1969); Derby Jr (1978); Goldstein (1978). The frequency matching is also revealed in the spectra, Figs. 1(f, g), where the predicted frequencies of the child waves are indicated by the vertical dashed lines. The excitation is so strong in this case that PDI coupling with harmonics of the acoustic mode ( is an integer) is also visible.
III Effects of 3D wave damping
The more realistic 3D finite-scale injection involves two new features (compared to a plane wave injection Li, Fu, and Dorfman (2022b)): i) The Alfvén wave itself suffers from damping, including resistive damping [see Eq. (2)] and geometrical attenuation induced equivalent damping Morales and Maggs (1997). ii) The finite associated with the finite perpendicular scale. While the wave damping is also dependent on (as we will see more clearly later), we will explore the effects of these two new features separately. Isolating the effects of is of interest because is potentially an important parameter determining PDI growth Matteini et al. (2010); Shi (2019).
We first examine the effects of wave damping on PDI excitation using a set of simulations with the outcome summarized in Fig. 2. The magnitude of wave damping in these runs is controlled by the constant resistivity , while the wave is fixed as the cases have the same perpendicular dimensions and same source size as used for Fig. 1 (). The total beta is with . For each run, we display a snapshot of central -cut of the wave field component at (before PDI develops) in Fig. 2(a) and the space-time evolution of on-axis density fluctuations till the end of the simulation in Fig. 2(b). It is seen that by increasing from to , the damping of the Alfvén wave is indeed much enhanced. While the density fluctuation (evidence of PDI) is strong for , it becomes much weaker for and nearly disappeared when . Figures 2(c,d) show more quantitative evidence of PDI by looking at the probe data (as done for Fig. 1); similarly, prominent spectral peaks for the child Alfvén wave [Fig. 2(c)] and child acoustic mode [Fig. 2(c)] are found only for .
To physically and more quantitatively understand the wave damping effects, we estimate the damping rate for each damping mechanism. The resistive Alfvén wave damping essentially comes from the damping of the current channels through electron-ion collisions (represented by ). The total magnetic field evolves according to , obtained by taking the curl of Eq. (2) and making use of Faraday’s law and Ampere’s law. The first term on the right-hand side denotes motion of field lines frozen-in to the plasma, the second term denotes the resistivity-induced diffusion with the diffusion rate , the third term is the Hall term, and the electron pressure term is dropped as we expect an isotropic pressure due to collisions. A two-fluid analysis Mallet et al. (2023) finds that the resistive damping rate is related to the diffusion rate as , where for our massless electron fluid. By normalizing to the pump wave frequency, the resistive damping rate can be cast as
(4) |
where is the ion sound gyroradius, is the sound speed, and we have used the dispersion relation for a finite-frequency, finite-scale kinetic Alfvén wave Stasiewicz et al. (2000) (neglecting the finite Larmor radius effects)
(5) |
The equivalent Alfvén wave damping associated with geometrical attenuation may be estimated as follows. Let us define the effective wave source radius as . The effective radius increases by in a propagation distance of , according to the Alfvén wave cone angle Morales and Maggs (1997) where and , are the perpendicular and parallel group velocity, respectively. Without wave dissipation, the wave energy conservation at the two locations requires , which gives . Comparing with an exponential on-axis wave damping/reduction due to geometrical spreading , one has ; here we have used which is verified against simulations for different wave source sizes. Converting to the temporal damping rate gives
(6) |
where .
Finally, the ion acoustic wave (or sound wave) Landau damping rate may be estimated as Li, Fu, and Dorfman (2022b)
(7) |
The resistivity also incurs a friction force on the ion motion, as seen in Eq. (3). However, the friction force works through the current channels, which reside off the central axis. Therefore, the potential impact of the friction force on the damping of the sound wave peaked on the central axis [see Fig. 1(c)] can be neglected.
In a system with significant wave damping present, the PDI may be excited only if the following condition is satisfied Pesme, Laval, and Pellat (1973); Montgomery (2016):
(8) |
where is the PDI growth rate obtained for and is the damping rate geometrical mean constructed from the damping rates of the two child modes: . The use of zero- growth rate will be justified later where PDI excitation shows no discernible dependence on alone. Additionally, we essentially use the pump wave damping to approximate child Alfvén wave damping, because the two waves have the same nature except for a minor frequency difference at low beta. To test Eq. (8), we substitute the common simulation parameters , , , and into . We take the wave amplitude at (close to the injection, where PDI is probed) for the growth rate calculation; if PDI cannot be excited close to the injection, it cannot be excited in the rest of the domain where the wave amplitudes are smaller. The result shows that , , and , i.e. . Therefore, whether PDI can be excited is strongly dependent on the resistive damping . By varying (hence ), the two sides of Eq. (8) plotted in Fig. 2(e) shows that Eq. (8) is satisfied only for . The good agreement with the 3D simulations confirms our physical understanding and underscores the importance of wave damping for PDI excitation by a 3D finite-scale kinetic Alfvén wave. Notice that Eq. (8) necessarily modifies the threshold Alfvén wave amplitude obtained in the plane-wave study Li, Fu, and Dorfman (2022b), due to the new 3D wave damping presented here.
IV Effects of finite perpendicular scale

We next vary to explore the effects of finite perpendicular wave scale on PDI excitation under constant wave damping. Since the resistive damping [Eq. (4)] and geometrical attenuation [Eq. (6)] also change with , we simultaneously adjust in the simulations to keep close to a constant. Figure 3 displays the outcome of three cases satisfying the above requirements, where the normalized resistivity for cases of different wave source sizes () is adjusted to be , respectively. With these parameters and their common setup (at the probe location), , and , the Alfvén wave damping for the three cases, the Alfvén wave damping is kept at about 0.007. As shown in Figs. 3(a1-a3), the wave magnetic fields of these cases indeed have a similar spatial wave damping profile. The sound wave damping, , has no dependence on . Therefore, the wave damping geometrical mean for all three cases is . The simulation results shown in Fig. 3 reveal little difference in PDI excitation, both in terms of the space-time evolution of on-axis density fluctuations and probed spectra, despite the factor of six difference in among the three cases. This result strongly suggests that the PDI excitation has no discernible dependence on the perpendicular wave scale alone.
The result may seem to contradict some 1D/2D periodic-boundary simulations of a finite- plane Alfvén wave reported previously Matteini et al. (2010), where a dependence of PDI growth rate was extracted ( is the normal angle of the oblique Alfvén wave). The three cases shown in Fig. 3 have , corresponding to a wave normal angle of 70, 34, 24 degrees and of 0.35, 0.83, 0.91, respectively, which span a variation large enough to discern the potential consequences of the dependence. The apparent contradiction may be understood as follows: The PDI growth rate crucially depends on the parallel ponderomotive force that drives the acoustic mode. In the plane-wave scenario of Matteini et al. (2010), the Alfvén wave was loaded with wavelength along , and was introduced by tuning the direction away from ; as a result, the parallel wavelength along the background field becomes , the perpendicular wave electric field is , and the wave frequency is times smaller. This results in a parallel ponderomotive force which is times smaller. By contrast, in the finite-scale scenario considered in the present work, the parallel wavelength or changes with the source scale according to the dispersion relation Eq. (5), which can be recast as
(9) |
where we have used . A calculation of versus a broad range of perpendicular wave scales under different is shown in Fig. 3(e). It is seen that, despite the large or , the parallel wavelength depends only weakly on the source size, especially for the low-beta regime with . Meanwhile, the driving frequency is fixed and the perpendicular wave field remains the same as the cases in Fig. 3 are tuned to have similar wave damping. Therefore, the parallel ponderomotive force in our scenario is similar, leading to similar PDI growth when varying the perpendicular wave scale alone.
V Discussion
These 3D simulations and associated analyses suggest that the wave damping is the major limiting factor for driving finite-scale Alfvén wave PDI in a uniform background, while alone shows no discernible influence. As illustrated by Eq. (4), Eq. (6) and Eq. (7, the wave damping depends on multiple parameters, e.g. the electron-ion collisional rate , wave normal angle , driving frequency , total plasma beta , temperature ratio , and the absolute Alfvén speed . The explicit scaling versus these parameters will help extrapolate to a broad range of parameters with relevance to both the laboratory and space plasmas.
The low-beta laboratory plasma usually involves highly oblique waves and , . With a typical set of LAPD parameters, , , , , , , , ( MHz, electron skin depth mm), and the ion species , the calculated resistive damping is , geometrical attenuation rate , sound wave damping and the damping rate geometrical mean , while the growth rate under this set of parameters is only . The damping rate is nearly four times larger, which may explain why PDI has been difficult to excite on LAPD using a single wave driver. Actual experiments also involve electron Landau damping of the Alfvén wave and ion-neutral collisional damping of the sound wave, which will further raise the damping rates and thereby constrain PDI excitation.
To excite PDI essentially requires the PDI growth to overcome the wave damping. While a smaller helps reduce Alfvén wave damping and significantly, a new, next-generation laboratory facility would be required to launch an Alfvén wave with a much larger perpendicular size ( Dorfman et al. (2023a). Yet our study shows that the PDI growth is not compromised by the large . Therefore, future optimization strategies should focus on reducing wave damping for currently achievable values of by varying other parameters. One option is to achieve higher electron temperatures, while maintaining a cold ion population. Hotter electrons will reduce electron Landau damping and electron-ion collisional damping (e.g. in our simulations) of the Alfvén wave; a larger temperature ratio will help suppress the sound wave damping. Higher electron temperatures may also improve antenna-plasma coupling Gigliotti et al. (2009), leading to larger driving wave amplitudes . To achieve PDI excitation in a bounded laboratory plasma, care must also be taken to operate at sufficiently high driving wave frequency Li, Fu, and Dorfman (2022b). Based on the 3D damping effects elucidated in this paper, it may be beneficial to operate at as low of a pump frequency as possible to both minimize Alfvén wave damping and increase the parallel (along ) ponderomotive force, i.e. becomes larger at smaller .
The low-beta space plasmas, on the other hand, have distinct wave and plasma properties from the laboratory (albeit similar dimensionless/scaled parameters, for example, in the solar coronal region Bose et al. (2019)), such as a very low frequency , comparable electron/ion temperatures , and a large wave amplitude Réville, Tenerani, and Velli (2018); Matteini et al. (2024). Taking , , , , , and for example, a calculation based on the present framework shows that the growth rate is much larger than the damping rate geometrical mean , where , , and . Therefore, it is potentially much easier to excite PDI in space plasma than in the laboratory. Interestingly, while is small, a significant sound wave damping is allowed owing to the way is constructed. In other words, PDI in this space-relevant case is mainly facilitated by the negligible Alfvén wave damping, while the appreciable sound wave damping facilitates final PDI energy dissipation. Certainly, the above estimates based on a uniform background may be complicated by the strong inhomogeneity present in space plasmas. In particular, the Alfvén wave in the solar coronal region may develop large Ofman and Davila (1995); Hollweg (1999); Kiyani, Osman, and Chapman (2015) among other complications. The independence of PDI versus alone, as discovered in this work, will be of key importance to establishing the relevance of PDI at small dissipation scales.
VI Summary
In summary, we have presented the first 3D open-boundary hybrid simulations of PDI driven by a single Alfvén wave of finite perpendicular scale. It is found that the PDI excitation is strongly limited by 3D wave damping, while the perpendicular wave scale () alone plays no discernible influence on PDI. These results are crucial to understanding the excitation criteria of Alfvén wave PDI in a practical 3D open system. In the laboratory with very small-scale waves, PDI is mainly hindered by the strong wave damping. Strategies to optimize experimental parameters to minimize the damping rates and enhance PDI growth rate are briefly discussed, which will be essential for demonstrating PDI in future laboratory experiments. In low-beta space plasmas, PDI excitation will benefit greatly from our finding that the PDI growth rate has no discernible dependence on alone, and the Alfvén wave properties in space are more likely to make PDI a relevant and important scheme leading to wave dissipation at both large and small scales. Future studies would involve elaborating on the dynamics/consequences of finite-scale Alfvén wave PDI with the 3D open system, as well as developing more comprehensive simulation models to include both electron Landau damping and ion-neutral collisional damping that are absent in the current hybrid code. It would also be important to investigate the effects of a nonuniform background (both in the perpendicular and parallel directions) which is commonly found in space plasmas.
VII Acknowledgement
This work was supported by the DOE grant DE-SC0021237 through the NSF/DOE Partnership in Basic Plasma Science and Engineering program, the DOE grant DE-SC0023893, and the NASA grant 80NSSC23K0695. We acknowledge the Texas Advanced Computing Center (TACC) at The University of Texas at Austin and the National Energy Research Scientific Computing Center (NERSC) for providing the computing and visualization resources.
VIII Data availability statement
The data that support the findings of this study are available from the corresponding author upon reasonable request.
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