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Author

Abd Elouahab Noua

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#diffusion models Open access Sep 2026

DriftJax: A Differentiable 1-D Drift-Diffusion Solar-Cell Simulator in JAX

DriftJax is a one-dimensional, end-to-end differentiable photovoltaic cell simulator based on the drift-diffusion model and the Beer-Lambert law for optical absorption, programmed in Python using JAX. Gradients of the power conversion efficiency (and any scalar figure of merit) with respect to device design parameters are obtained transparently through jax.grad(simulate) via an implicit-function-theorem adjoint implemented as a custom_vjp.

Mohammed Benaissa, Mohamed MaoudJ, Abd Elouahab Noua · 0 citations
#diffusion models Open access Sep 2026

DriftJax: A Differentiable 1-D Drift-Diffusion Solar-Cell Simulator in JAX

DriftJax is a one-dimensional, end-to-end differentiable photovoltaic cell simulator based on the drift-diffusion model and the Beer-Lambert law for optical absorption, programmed in Python using JAX. Gradients of the power conversion efficiency (and any scalar figure of merit) with respect to device design parameters are obtained transparently through jax.grad(simulate) via an implicit-function-theorem adjoint implemented as a custom_vjp.

Mohammed Benaissa, Mohamed MaoudJ, Abd Elouahab Noua · 0 citations
#diffusion models Open access Sep 2026

DriftJax: A Differentiable 1-D Drift-Diffusion Solar-Cell Simulator in JAX

DriftJax is a one-dimensional, end-to-end differentiable photovoltaic cell simulator based on the drift-diffusion model and the Beer-Lambert law for optical absorption, programmed in Python using JAX. Gradients of the power conversion efficiency (and any scalar figure of merit) with respect to device design parameters are obtained transparently through jax.grad(simulate) via an implicit-function-theorem adjoint implemented as a custom_vjp.

Mohammed Benaissa, Mohamed MaoudJ, Abd Elouahab Noua · 0 citations

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