A Deep Deterministic Policy Gradient Based Network Scheduler For Deadline-Driven Data Transfers

摘要

We consider data sources connected to a software defined network (SDN) with heterogeneous link access rates. Deadline-driven data transfer requests are made to a centralized network controller that schedules pacing rates of sources and meeting the request