Proactive Load Balancing Through Constrained Policy Optimization for Ultra-Dense Networks

• Published in: IEEE communications letters Vol. 26; no. 10; pp. 2415 - 2419
• Main Authors: Huang, Miaona, Chen, Jun
• Format: Journal Article
• Language: English
• Published: New York IEEE 01.10.2022; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Bayesian additive regression tree; constrained policy optimization; Constraints; Handover; Load balancing; Load management; Load modeling; mobility load balancing; Optimization; Quality of service; Regression analysis; Regression tree analysis; Reinforcement learning; ultra-dense networks; User experience; Wireless networks

Designing an intelligent self-organizing network (SON) architecture is challenging for future wireless networks. To meet the needs of SON, the reactive self-organizing model of the traditional network needs to be transformed into an active and interactive one. Due to the user mobility and small cove...