基于极限学习机的量子点激光器双态发射动态响应预测

2021 International Conference on Numerical Simulation of Optoelectronic Devices (NUSOD) Pub Date : 2021-09-13 DOI:10.1109/NUSOD52207.2021.9541499

Wild F. S. Santos, E. Filho, G. Thé

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引用次数: 0

摘要

双态发射是量子点激光器在不同温度和工作条件下发生的一种现象。在本研究中，我们从基于极限学习机的非线性回归模型中研究了这一问题，结果表明，该模型能够预测InAs/InGaAs量子点激光器的光谱分辨瞬态响应，误差性能低至0.54%。

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Dynamic Response Prediction of Bi-State Emission of Quantum Dot Lasers Based on Extreme Learning Machine

Dual-state emission is an phenomenon which takes place in Quantum Dot Lasers at different temperature and operating conditions. In this study, we investigate that issue from a nonlinear regression model based on Extreme Learning Machine, which revealed to be able to predict the spectrally resolved transient response of InAs/InGaAs quantum dot laser with error performance as low as 0.54%.

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2021 International Conference on Numerical Simulation of Optoelectronic Devices (NUSOD)

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