Joint DDPG and Unsupervised Learning for Channel Allocation and Power Control in Centralized Wireless Cellular Networks

Joint DDPG and Unsupervised Learning for Channel Allocation and Power Control in Centralized Wireless Cellular Networks

In order to solve the resource allocation problem in scenarios of centralized wireless cellular communication with multiple cells, users and channels, a novel resource allocation algorithm based on joint Deep Deterministic Policy Gradient (DDPG) reinforcement learning and unsupervised learning is pr...

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Bibliographic Details
Main Authors: Ming Sun, Erzhuang Mei, Shumei Wang, Yanhui Jin
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Access
Subjects:
Deep reinforcement learning
DDPG
unsupervised learning
double experience replay
channel allocation
power control
Online Access:https://ieeexplore.ieee.org/document/10107912/

Internet

https://ieeexplore.ieee.org/document/10107912/

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