Differentiable optimization for automated optical design

Differentiable optical design builds optical simulations using automatic differentiation frameworks, enabling the automated and accurate computation of gradients for all optical parameters via a single backpropagation step. This approach fully leverages AI-driven optimization algorithms and GPU parallel acceleration. Compared to classical optical design methods, differentiable optical design offers numerous advantages, including automated optimization and stable convergence, demonstrating its potential to become the foundation for the next generation of optical design software.

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Publication Details

Published
2025-09-17
DOI
https://doi.org/10.1117/12.3063405
Primary Topic
Advanced optical system design
Type
article
Field-Weighted Citation Impact
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article

Differentiable optimization for automated optical design

Qiang Fu, Wolfgang Heidrich, Xinge Yang
Advanced optical system design
article

Differentiable optimization for automated optical design

Qiang Fu, Wolfgang Heidrich, Xinge Yang
article en

Abstract

Differentiable optical design builds optical simulations using automatic differentiation frameworks, enabling the automated and accurate computation of gradients for all optical parameters via a single backpropagation step. This approach fully leverages AI-driven optimization algorithms and GPU parallel acceleration. Compared to classical optical design methods, differentiable optical design offers numerous advantages, including automated optimization and stable convergence, demonstrating its potential to become the foundation for the next generation of optical design software.

King Abdullah University of Science and Technology (SA)
Openalex Percentile: Top 76%
Advanced optical system design
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