Real-Time Power Balancing Via Decentralized Coordinated Home Energy Scheduling

被引:124
作者
Chang, Tsung-Hui [1 ]
Alizadeh, Mahnoosh [2 ]
Scaglione, Anna [2 ]
机构
[1] Natl Taiwan Univ Sci & Technol, Dept Elect & Comp Engn, Taipei 10607, Taiwan
[2] Univ Calif Davis, Dept Elect & Comp Engn, Davis, CA 95616 USA
关键词
Deferrable loads; demand side management; demand response; distributed optimization; home energy management; Markov decision process; power balancing; DEMAND-SIDE MANAGEMENT; DIRECT LOAD CONTROL; CONSUMPTION;
D O I
10.1109/TSG.2013.2250532
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
It is anticipated that an uncoordinated operation of individual home energy management (HEM) systems in a neighborhood would have a rebound effect on the aggregate demand profile. To address this issue, this paper proposes a coordinated home energy management (CoHEM) architecture in which distributed HEM units collaborate with each other in order to keep the demand and supply balanced in their neighborhood. Assuming the energy requests by customers are random in time, we formulate the proposed CoHEM design as a multi-stage stochastic optimization problem. We propose novel models to describe the deferrable appliance load [e. g., plug-in (hybrid) electric vehicles (PHEV)], and apply approximation and decomposition techniques to handle the considered design problem in a decentralized fashion. The developed decentralized CoHEM algorithm allow the customers to locally compute their scheduling solutions using domestic user information and with message exchange between their neighbors only. Extensive simulation results demonstrate that the proposed CoHEM architecture can effectively improve real-time power balancing. Extensions to joint power procurement and real-time CoHEM scheduling are also presented.
引用
收藏
页码:1490 / 1504
页数:15
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