Distributed deep reinforcement learning-based spectrum and power allocation for heterogeneous networks

• Main Authors: Yang, Helin, Zhao, Jun, Lam, Kwok-Yan, Xiong, Zehui, Wu, Qingqing, Xiao, Liang
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Computer science and engineering; Heterogeneous Wireless Networks; Distributed Resource Management
• Online Access: https://hdl.handle.net/10356/166422
• Institution: Nanyang Technological University

This paper investigates the problem of distributed resource management in two-tier heterogeneous networks, where each cell selects its joint device association, spectrum allocation, and power allocation strategy based only on locally-observed information without any central controller. As the optimi...