Single-step initialization of a 16-channel silicon nitride DWDM demultiplexer using a physics-informed digital twin

We demonstrate a clear-box, single-step initialization framework for photonic integrated circuits (PICs) applied to an O-band 16-channel silicon nitride (SiN) dense wavelength-division multiplexing (DWDM) demultiplexer based on a Mach-Zehnder interferometer (MZI) lattice structure. A physics-informed digital twin of the PIC based on a compact set of measured transmission spectra enabled inference of the effective and group indices, per-arm phase offsets, and thermal response including crosstalk. After model calibration, the digital twin was used to generate a heater-voltage vector that initialized the PIC by a single application of the computed settings. We experimentally show that the initialized device recovered flat-top passbands with bandwidth and ripple close to the design. Moreover, the digital twin predicted the chip response with a mean MSE of 11.8 dB 2 over 30 randomly generated heater settings. We also evaluated reusing the fitted effective thermal parameters on three other dies from the same wafer.

Authors

Publication Details

Journal
Optics Express
Published
2026-10-07
DOI
https://doi.org/10.1364/oe.604525
Primary Topic
Photonic and Optical Devices
Type
article
Field-Weighted Citation Impact
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article

Single-step initialization of a 16-channel silicon nitride DWDM demultiplexer using a physics-informed digital twin

Zuyang Liu, Joyce K. S. Poon
Optics Express
Photonic and Optical Devices
article

Single-step initialization of a 16-channel silicon nitride DWDM demultiplexer using a physics-informed digital twin

Zuyang Liu, Joyce K. S. Poon
article en

Abstract

We demonstrate a clear-box, single-step initialization framework for photonic integrated circuits (PICs) applied to an O-band 16-channel silicon nitride (SiN) dense wavelength-division multiplexing (DWDM) demultiplexer based on a Mach-Zehnder interferometer (MZI) lattice structure. A physics-informed digital twin of the PIC based on a compact set of measured transmission spectra enabled inference of the effective and group indices, per-arm phase offsets, and thermal response including crosstalk. After model calibration, the digital twin was used to generate a heater-voltage vector that initialized the PIC by a single application of the computed settings. We experimentally show that the initialized device recovered flat-top passbands with bandwidth and ripple close to the design. Moreover, the digital twin predicted the chip response with a mean MSE of 11.8 dB 2 over 30 randomly generated heater settings. We also evaluated reusing the fitted effective thermal parameters on three other dies from the same wafer.

Optics ExpressVol. 34(21)
Openalex Percentile: Top 22%
Photonic and Optical Devices
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