MARL-Based Distributed Cache Placement for Wireless Networks

MARL-Based Distributed Cache Placement for Wireless Networks

We investigate a distributed caching strategy based on multi-agent reinforcement learning (MARL) in a cache-aided network, where all wireless nodes have limited storage capacity and serve for certain coverage. The wireless nodes can collaboratively optimize distributed caching strategy to maximize t...

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Bibliographic Details
Main Authors: Xiaosheng Lin, Yuhao Tang, Xianfu Lei, Junjuan Xia, Qingfeng Zhou, Huijun Wu, Liseng Fan
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Multi-agent reinforcement learning
distributed cache placement
cache hit probability
frequency maximum Q-value
distributed Q-learning
Online Access:https://ieeexplore.ieee.org/document/8712464/

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