Differentiable freeform lens design for irradiance tailoring on tilted target plane

Here focus on freeform lens design for irradiance tailoring on tilted target planes based on differentiable ray tracing. Leveraging the computational graph, we develop a differentiable Monte Carlo ray tracing framework featuring a 3D coordinate rotation operator. The forward calculation within this framework can simulate the irradiance distribution on a tilted target plane generated by a freeform lens, facilitating the assessment of deviations from the desired irradiance distribution. The back-propagation efficiently acquires surface parameter gradients for optimization through the Adam optimizer. The design example demonstrates that the proposed method can effectively generate a high-quality uniform irradiance distribution on a tilted receiver.

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Publication Details

Published
2024-11-27
DOI
https://doi.org/10.1117/12.3033378
Primary Topic
Advanced optical system design
Type
article
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article

Differentiable freeform lens design for irradiance tailoring on tilted target plane

Haisong Tang, Yi Luo, Zexin Feng
Advanced optical system design
article

Differentiable freeform lens design for irradiance tailoring on tilted target plane

Haisong Tang, Yi Luo, Zexin Feng
article en

Abstract

Here focus on freeform lens design for irradiance tailoring on tilted target planes based on differentiable ray tracing. Leveraging the computational graph, we develop a differentiable Monte Carlo ray tracing framework featuring a 3D coordinate rotation operator. The forward calculation within this framework can simulate the irradiance distribution on a tilted target plane generated by a freeform lens, facilitating the assessment of deviations from the desired irradiance distribution. The back-propagation efficiently acquires surface parameter gradients for optimization through the Adam optimizer. The design example demonstrates that the proposed method can effectively generate a high-quality uniform irradiance distribution on a tilted receiver.

Beijing Institute of Technology (CN), Tsinghua University (CN)
Openalex Percentile: Top 80%
Advanced optical system design
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