Optimal Coordination of Electric Vehicles for Virtual Power Plants With Dynamic Communication Spectrum Allocation

被引:53
|
作者
Zhou, Bin [1 ,2 ]
Zhang, Kuan [1 ,2 ]
Chan, Ka Wing [3 ]
Li, Canbing [1 ,2 ]
Lu, Xi [3 ]
Bu, Siqi [3 ]
Gao, Xiang [3 ]
机构
[1] Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Peoples R China
[2] Hunan Univ, Hunan Key Lab Intelligent Informat Anal Integrate, Changsha 410082, Peoples R China
[3] Hong Kong Polytech Univ, Dept Elect Engn, Hong Kong, Peoples R China
基金
中国国家自然科学基金;
关键词
Vehicle-to-grid; Real-time systems; Batteries; Wireless communication; Monitoring; Packet loss; Smart grid; stochastic optimization; vehicle to grid; virtual power plant; wireless communication; DEMAND RESPONSE MANAGEMENT; LITHIUM-ION BATTERIES; SMART;
D O I
10.1109/TII.2020.2986883
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This article proposes an optimal coordinated scheduling of electric vehicles (EVs) for a virtual power plant (VPP) considering communication reliability. Recent advancements on wireless technologies offer flexible communication solutions with wide coverage and low-cost deployment for smart grid. Nevertheless, the imperfect communication may deteriorate the monitoring and controlling performance of distributed energy resources. An interactive approach is presented for combined optimization of dynamic spectrum allocation and EV scheduling in the VPP to coordinate charging discharging strategies of massive and dispersed EVs. In the proposed approach, a dynamic partitioning model of the multi-user multi-channel cognitive radio is used to cope with the vehicle-to-grid (V2G) communication issue due to variable EV parking behaviors, and a two-stage V2G dispatch scheme is proposed for the wind-solar-EV VPP to maximize its overall daily profit. Furthermore, the effects of packet loss probability on the VPP scheduling performance and battery degradation cost are thoroughly analyzed and investigated. Comparative studies have been implemented to demonstrate the superior performance of the proposed methodology under various imperfect communication conditions.
引用
收藏
页码:450 / 462
页数:13
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