Neural Network Based Models

These are various applications of Neural Networks and Linear Regressions we've trained to estimate effective indices.

Straight Waveguide Model

Straight Waveguide Effective Index

SiPANN.nn.straightWaveguide

Straight Waveguide Scattering Parameters

SiPANN.nn.straightWaveguide_S

Bent Waveguide Model

Bent Waveguide Effective Index

SiPANN.nn.bentWaveguide

Bent Waveguide Scattering Parameters

SiPANN.nn.bentWaveguide_S

Evanescent Waveguide Coupler Model

Evanescent Waveguide Coupler Effective Indices

SiPANN.nn.evWGcoupler

Evanescent Waveguide Coupler Scattering Parameters

SiPANN.nn.evWGcoupler_S

Racetrack Resonator Models

Racetrack Resonator Model 1

SiPANN.nn.racetrack_AP_RR

Racetrack Resonator Model 2

SiPANN.nn.racetrack_AP_RR_TF

Racetrack Resonator Model 3

SiPANN.nn.rectangularRR