Active Learning with Gaussian Process Regression and Physical Models for Robust SNR Estimation

作者：Xiaoyan Ye, Mariane Mansour, Md. Saifuddin Faruk, Charles Laperle, M Reimer, Maurice O’Sullivan, Seb J. Savory · 年份：2025 · DOI：10.1364/ofc.2025.m2e.3 · 研究领域：Blind Source Separation Techniques、Optical Network Technologies、Error Correcting Code Techniques

We demonstrate improved performance using active learning for both GPR and hybrid models to predict SNR using experimental data from a 15-channel WDM system over 1000km. Physical model interpreted GPR agrees with interpreting measured data.