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考虑用户诉求差异的居民可控负荷资源优化控制

黄河 王燕 姜念 吴强 张雅静 杨秀媛

发电技术2023,Vol.44Issue(6):896-908,13.
发电技术2023,Vol.44Issue(6):896-908,13.DOI:10.12096/j.2096-4528.pgt.23110

考虑用户诉求差异的居民可控负荷资源优化控制

Optimal Control of Residents'Controllable Load Resources Considering Different Demands of Users

黄河 1王燕 2姜念 3吴强 1张雅静 4杨秀媛4

作者信息

  • 1. 国网江苏省电力有限公司,江苏省 南京市 210000
  • 2. 国网北京延庆供电公司,北京市 延庆区 102100
  • 3. 天地电研(北京)科技有限公司,北京市 昌平区 102206
  • 4. 北京信息科技大学自动化学院,北京市 海淀区 100192
  • 折叠

摘要

Abstract

Optimizing the controllable load resources of residents on the demand side is a major aspect of virtual power plant(VPP).It is an important means to improve the utilization rate of new energy such as wind power and photovoltaic power,to achieve carbon neutrality.The key to control controllable load is to meet the basic power demand of users,and different users have different power demand.Therefore,an optimal control method of residents'controllable load resources considering user demand was proposed.Considering the different demand of different users,as an intermediate link between the power grid and the load group,VPP manages the controllable load.Firstly,an improved K-means clustering algorithm for optimal k selection was proposed for clustering.Then,according to the demand difference function to quantify the deviation between the power consumption and the original demand of each group after load regulation,a priority division rule based on the demand difference was proposed.Finally,in the regulation,VPP compensated different costs for different priority groups to achieve the regulation goal of maximizing VPP revenue and minimizing changes in user electricity consumption behavior.The simulation results show that the proposed optimal control strategy can effectively cut the peak and fill the valley of the load curve,and ensure the VPP revenue with less impact on the power demand of users.

关键词

虚拟电厂(VPP)/可控负荷/负荷聚类/用户诉求/削峰填谷

Key words

virtual power plant(VPP)/controllable load/load clustering/user demand/peak shaving and valley filling

分类

能源科技

引用本文复制引用

黄河,王燕,姜念,吴强,张雅静,杨秀媛..考虑用户诉求差异的居民可控负荷资源优化控制[J].发电技术,2023,44(6):896-908,13.

基金项目

国家自然科学基金项目(52107176). Project Supported by National Natural Science Foundation of China(52107176). (52107176)

发电技术

OACSCDCSTPCD

2096-4528

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