This article focuses on the optimized operation of communication base stations, especially the effective utilization of energy storage batteries. . In today's 5G era, the energy efficiency (EE) of cellular base stations is crucial for sustainable communication. Recognizing this, Mobile Network Operators are actively prioritizing EE for both network maintenance and environmental stewardship in future cellular networks. The paper aims to provide. . To enhance the utilization of base station energy storage (BSES), this paper proposes a co-regulation method for distribution network (DN) voltage control, enabling BSES participation in grid interactions. In this paper, firstly, an energy consumption prediction model based on long and short-term. . Linfeng Shen2, Guanzhen Wu2, Cong Zhang341, Xiaoyi Fan35, Jiangchuan Liu231 ∗ Corresponding authors. 2School of Computing Science, Simon Fraser University 3Jiangxing Intelligence Inc. Currently, base station energy storage batteries are often idle and do not participate in power supply, resulting in resource waste and battery life. . As global 5G deployments accelerate, communication base station energy consumption has surged by 300% compared to 4G infrastructure. Did you know a single 5G macro station now consumes up to 11,000 kWh annually - equivalent to powering three American households? This staggering energy demand raises. .