A Machine Learning-Based Model for Characterizing Stationary-and-Dynamic Behavior of VCSEL

Ihtesham Khan,Andrea Marchisio,Lorenzo Tunesi,Muhammad Umar Masood,Enrico Ghillino,Vittorio Curri,Andrea Carena,Paolo Bardella

2023 Conference on Lasers and Electro-Optics (CLEO)（2023）

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摘要

We propose a machine learning-based framework to acquire parameters that de¬fine stationary-and-dynamic behavior of VCSEL. Circuit-level simulations of light-current and S21 are used to train the model. In terms of relative-prediction-error promising results are achieved.

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