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This research applies physics-informed neural networks to model spin dynamics in intense laser fields, offering validated tools for CEP-resolved electron sources where traditional closed-form solutions are unavailable. By training exclusively on light-front equations, the method achieves high precision and extends utility to elliptical polarization scenarios. This advancement directly addresses a gap in computational accuracy for quantum optics and plasma physics simulations.
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Rapidity-Coupled Spin Dynamics in Pulsed Laser Fields from Physics-Informed Neural Networks

arXiv2 min de cititArticolul și perspectiva sunt în engleză.

arXiv:2609.19756v1 Announce Type: cross Abstract: Carrier-envelope-phase (CEP) stabilized few-cycle pulses make the sub-cycle field structure a control parameter for laser-driven polarized electron sources, yet spin solvers for such pulses are rarely tested against exact results. We show that for an electron initially at rest in a linearly polarized plane-wave pulse the rest-frame polarization angle follows the instantaneous vector potential, $\Sigma = 2\arctan(a_x/2) + a_e a_x$ with $a_e$ the electron anomaly: the net rotation vanishes for every CEP, while the peak intra-pulse angle varies over the CEP by 3.02 degrees for a two-cycle and by 0.22 degrees for an eight-cycle pulse. The result follows from the Volkov orbit in longitudinal and transverse rapidities. We use it to validate a light-front reference integrator and a physics-informed neural network trained only on the light-front equations, which reaches $4\times10^{-5}$ in the spin sector and carries over to elliptical polarization, for which no closed-form solution is known. This gives validated tools for CEP-resolved spin dynamics in intense fields.

Abstract:Carrier-envelope-phase (CEP) stabilized few-cycle pulses make the sub-cycle field structure a control parameter for laser-driven polarized electron sources, yet spin solvers for such pulses are rarely tested against exact results. We show that for an electron initially at rest in a linearly polarized plane-wave pulse the rest-frame polarization angle follows the instantaneous vector potential, $\Sigma = 2\arctan(a_x/2) + a_e a_x$ with $a_e$ the electron anomaly: the net rotation vanishes for every CEP, while the peak intra-pulse angle varies over the CEP by 3.02 degrees for a two-cycle and by 0.22 degrees for an eight-cycle pulse. The result follows from the Volkov orbit in longitudinal and transverse rapidities. We use it to validate a light-front reference integrator and a physics-informed neural network trained only on the light-front equations, which reaches $4\times10^{-5}$ in the spin sector and carries over to elliptical polarization, for which no closed-form solution is known. This gives validated tools for CEP-resolved spin dynamics in intense fields.

14 pages, 3 figures; Letter followed by Supplemental Material. Submitted to Physical Review A. Code and data: this https URL

Optics (physics.optics); Plasma Physics (physics.plasm-ph); Quantum Physics (quant-ph)

arXiv:2609.19756 [physics.optics]

(or arXiv:2609.19756v1 [physics.optics] for this version)

https://doi.org/10.48550/arXiv.2609.19756 Focus to learn more arXiv-issued DOI via DataCite (pending registration)

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