Near Real-Time Autonomous Multi-Flow Routing with Dynamic Optical Bypass Management

Distributed autonomous flow routing is enabled by using multiple coordinated models and in-band network telemetry. A load manager organizes the operation of flow agents based on Deep Reinforcement Learning for optical bypass management. Delay constraints guarantees with optical bypass utilization is showcased.