中国电机工程学报2026,Vol.46Issue(1):186-197,中插14,13.DOI:10.13334/j.0258-8013.pcsee.241546
考虑算力-电热耦合的边缘数据中心能量优化管理
Energy Optimization Management of Edge Data Centers Considering Computing Power-electrothermal Coupling
摘要
Abstract
Growing user demand for computing power has spawned a large number of edge data center deployments,which have correspondingly increased energy costs and carbon emissions.In order to solve above problems,this paper presents an energy optimization management considering the coupling characteristics of computing power and electrothermal behaviors in edge data centers.Firstly,a collaborative energy management model is proposed,which integrates modules of task migration,battery power regulation,quality of service(QoS),renewable energy consumption and power management.A task migration strategy based on internal Central Processing Unit temperature sensing and computing power adjustment is designed to avoid overheating and task blocking.Secondly,an optimization problem is formulated to minimize the long-term operating cost of edge data centers.Lastly,leveraging the Lyapunov optimization algorithm,the aforementioned issues are transformed into short-term online optimization problems.Simulation analysis demonstrates that the proposed method can effectively reduce the overall operational costs while ensuring long-term stable operation.关键词
边缘数据中心/可再生能源/任务迁移/算力-电热耦合/李亚普诺夫优化Key words
edge data center/renewable energy/task migration/computing power-electrothermal coupling/Lyapunov optimization分类
信息技术与安全科学引用本文复制引用
文亚凤,程祖铭,刘欣雅,孙毅,宋玮琼,张影..考虑算力-电热耦合的边缘数据中心能量优化管理[J].中国电机工程学报,2026,46(1):186-197,中插14,13.基金项目
国家电网有限公司科技项目(5700-202411271A-1-1-ZN).Science and Technology Project of State Grid Corporation of China(5700-202411271A-1-1-ZN). (5700-202411271A-1-1-ZN)