Joint Three-Task Optical Performance Monitoring with High Performance and Generalizability Using a Meta-Learning Algorithm in WDM Transmissions

We propose a meta-learning CNN-attention algorithm for joint three-task optical performance monitoring using IQ signal feature histogram data, demonstrating high performance in single-channel transmissions and excellent generalizability in five-channel WDM transmissions, outperforming the traditional transfer learning algorithm.