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

• DOI: 10.1364/ofc.2025.m2e.3
• Publication Date: 2025-06-03T14:51:35Z
• Authors: Xiaoyan Ye; Mariane Mansour; Md Saifuddin Faruk; Charles Laperle; Michael Reimer; Maurice O’Sullivan; Seb J. Savory

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