학술논문

A Reinforcement Learning Framework With Region-Awareness and Shared Path Experience for Efficient Routing in Networks-on-Chip
Document Type
Periodical
Source
IEEE Design & Test IEEE Des. Test Design & Test, IEEE. 40(6):76-85 Dec, 2023
Subject
Computing and Processing
Components, Circuits, Devices and Systems
Routing
Costs
Q-learning
Cost function
Reliability
Network-on-chip
Delays
Reinforcement learning
networks-on-chip
reinforcement learning
machine learning
routing algorithm
Q-routing
Language
ISSN
2168-2356
2168-2364
Abstract
In this article, the authors introduce a regional congestion-aware reinforcement learning (RL)-based routing policy for Network-on-Chip (NoC) architectures.