南方电网技术2025，Vol.19Issue(3)：174-187,14.DOI:10.13648/j.cnki.issn1674-0629.2025.03.016
数据-模型混合驱动的数据中心综合能源系统优化调度综述
Review of Optimization Scheduling for Integrated Energy Systems with Data Centers Based on Hybrid Data-Model Driven
摘要
Abstract
To achieve energy efficiency and emissions reduction in data centers,integrating data centers into integrated energy systems for collaborative optimization is an effective approach to achieve this goal.Firstly,the principles of a hybrid data-model driven strategy are explained,then the applications of model-driven and data-driven approaches in integrated energy systems is reviewed separately.Secondly,the load forecasting model of the data center and the current status of the application of a hybrid data-model driven method in integrated energy systems with data centers are introduced in detail.On this Basis,a framework for schedul-ing strategies in integrated energy systems with data centers utilizing a data-model hybrid drive is proposed.Finally,the current research issues are discussed,and an outlook on future development directions is provided,providing a reference for researchers in this field.关键词
数据中心/综合能源系统/数据-模型混合驱动/优化调度Key words
data center/integrated energy systems/hybrid data-model driven/optimization scheduling分类
动力与电气工程引用本文复制引用
范宏,徐涛,贾庆山..数据-模型混合驱动的数据中心综合能源系统优化调度综述[J].南方电网技术,2025,19(3):174-187,14.基金项目
国家重点研发计划资助项目(2022YFA1004600).Supported by the National Key Research and Development Program of China(2022YFA1004600). （2022YFA1004600）
