用光做计算，用热控制光。一份诚实的工程验证——28 个脚本，6 个核心问题，所有不确定性均已标注。
A hybrid quantum-classical framework comparing PINNs and QAPINNs to model thermal dynamics and thermo-optic phase shifts in silicon photonic phase shifters.
Reproducible benchmark for sequential change-point detection (fixed threshold, CUSUM, windowed GLR, W-formula) applied to thermal fault detection in silicon microring resonators. Validated on public Monte Carlo simulation and a real oscilloscope transient.
Verification-first, differentiable electrothermal FEM for Silicon Photonics with JAX, Elmer cross-validation, Gmsh, and FDTDX interoperability.
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