physics.optics · 2026-09-02 · No. 103
Optics, 2026-09-02.
1 new papers in physics.optics. Titles, authors,
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01 — The papers
1 entries-
01
Direct Optimization of a 3D Finite-Source Reflector via Neural-Network Parameterization
Roel Hacking, Lisa Kusch, Martijn Anthonissen, Wilbert IJzerman
physics.optics · cs.LG
We present a direct optimization method for three-dimensional freeform reflectors that transform the light of a finite-étendue source into a prescribed far-field angular intensity distribution. The reflector profile is represented by a small neural network (a multilayer perceptron), which is trained end-to-end through a differentiable ray-tracing objective. We furthermore parameterize the emission directions in gnomonic coordinates, and show...
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