Centralized and Decentralized Pricing Strategies for Optimal Scheduling of Electric Vehicles

被引:40
作者
Kapoor, Aastha [1 ]
Patel, Viresh S. [1 ]
Sharma, Ankush [1 ]
Mohapatra, Abheejeet [1 ]
机构
[1] Indian Inst Technol Kanpur, Dept Elect Engn, Kanpur 208016, Uttar Pradesh, India
关键词
Electric vehicle; aggregator; centralized and decentralized architecture; DSO; game theory;
D O I
10.1109/TSG.2022.3141261
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
Three novel pricing schemes based on the centralized and decentralized architectures for day-ahead optimal scheduling of Electric Vehicles (EVs) are proposed in this paper. A novel psi-Iterative Pricing Scheme (psi-IPS) is proposed for the decentralized model. In contrast, the Bi-level Pricing Scheme (BPS) and Multi-objective Pricing Scheme (MPS) are proposed for the centralized model. The issues of load valley-filling and rebound peak occurrence are addressed effectively while fulfilling the objectives of multiple players, i.e., the EV owners, the aggregator, and the Distribution System Operator (DSO). The aggregated load, i.e., predicted non-EV load and EV charging requests, served by the distribution transformer, is used for the scheduling process. Solar PV integrated residential load (non-EV load) is predicted using the Random Forest technique. The input load and weather data are utilized after data cleaning and features selection. The psi-IPS and BPS are implemented using game-theoretic approaches, while MPS utilizes a multi-objective formulation. The three schemes based upon the two architectures, i.e., centralized and decentralized, are compared, and the key benefits of the schemes are highlighted.
引用
收藏
页码:2234 / 2244
页数:11
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