tmm_fast is a lightweight package to speed up optical planar multilayer thin-film device computation.

Overview

tmm_fast

tmm_fast or transfer-matrix-method_fast is a lightweight package to speed up optical planar multilayer thin-film device computation. It is essentially build on NumPy and the tmm package from sjbyrnes (https://github.com/sbyrnes321/tmm) but quite a lot faster. Depending on the number of layers, wavelength range and angular range speed-ups of ~100x are possible.

To complete the package, a dataset generation function using Dask can distribute the computations on all available CPUs to further speed-up computation for really large amounts of thin-film devices (>1E5) which might be interesting for machine learning applications.

The physics behind the transfer matrix method can be studied in any textbook on optical devices or in https://arxiv.org/abs/1603.02720 from Steven J. Byrnes.

Owner
We are ams OSRAM's Machine Learning Research team and conduct research in optimization, intelligent decision making, and causal inference.
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