Closed-loop Network Automation for Optimal Resource Allocation via Reinforcement Learning

In this talk, we present a closed-loop automation approach to dynamically adjust LLC cache allocation (Intel RDT) between high priority VNFs and BE workloads using reinforcement learning. The results demonstrated improved server utilization while maintaining required service level agreement for high priority VNFs.