全球能源互联网2025，Vol.8Issue(3)：263-276,14.DOI:10.19705/j.cnki.issn2096-5125.2025.03.002
考虑多种不确定参数的家庭能量管理系统优化调度方法
Optimization Scheduling Method for Home Energy Management System Considering Multiple Uncertain Parameters
摘要
Abstract
Under the operation of the new power system,the randomness of high proportion of new energy output has triggered load-side demand responses.The home energy management system integrates the management of flexible loads with strong regulation capabilities,reducing user electricity costs and participating in the optimization and scheduling.A scheduling method for home energy management system(HEMS)that considers multiple uncertain parameters is proposed.The HEMS scheduling method is based on distributed photovoltaics and various household flexible loads,considering both uncertain environmental factors and diverse user needs.While balancing photovoltaic grid connection rates with user electricity consumption,the model estimates uncertain parameters through non-parametric kernel density estimation and opportunity constraints.The non-dominated sorting genetic algorithm Ⅱ(NSGA-Ⅱ)is used to solve the decision results,and simulation comparisons are conducted in different electricity consumption scenarios.Simulation results demonstrate that the proposed method provides more reasonable and flexible electricity consumption strategies for different households,significantly reduce user electricity costs,improve distributed photovoltaic utilization,and exhibits robustness against multiple types of uncertain variables.关键词
家庭能量管理系统/非参数核密度估计/分布式光伏/负荷优化调度/NSGA-ⅡKey words
home energy management system(HEMS)/non-parametric kernel density estimation/distributed photovoltaic/load optimization scheduling/non-dominated sorting genetic algorithm Ⅱ分类
动力与电气工程引用本文复制引用
孙雪,艾欣..考虑多种不确定参数的家庭能量管理系统优化调度方法[J].全球能源互联网,2025,8(3):263-276,14.基金项目
国家重点研发计划项目(2021YFB4000104,高比例新能源电网中电解堆及系统适应性验证与评价). National Key Research and Development Program of China(2021YFB4000104,Verification and Evaluation of the Adaptability of Electrolytic Reactor and System in High Ratio New Energy Grid). （2021YFB4000104,高比例新能源电网中电解堆及系统适应性验证与评价）
