ADMM-Based Multiperiod Optimal Power Flow Considering Plug-In Electric Vehicles Charging

被引:45
|
作者
Fan, Hua [1 ]
Duan, Chao [2 ,3 ]
Zhang, Chuan-Ke [4 ]
Jiang, Lin [3 ]
Mao, Chengxiong [1 ]
Wang, Dan [1 ]
机构
[1] Huazhong Univ Sci & Technol, Sch Elect & Elect Engn, State Key Lab Adv Electromagnet Engn & Technol, Wuhan 430074, Hubei, Peoples R China
[2] Xi An Jiao Tong Univ, Dept Elect Engn, Xian 710049, Shaanxi, Peoples R China
[3] Univ Liverpool, Dept Elect Engn & Elect, Liverpool L69 3GJ, Merseyside, England
[4] China Univ Geosci, Sch Automat, Wuhan 430074, Hubei, Peoples R China
基金
英国工程与自然科学研究理事会; 中国国家自然科学基金;
关键词
Plug-in electric vehicles; multiperiod optimal power flow; alternating direction method of multipliers (ADMM); projection algorithm; DISTRIBUTION NETWORKS; DISTRIBUTION-SYSTEMS; PART I; MODEL RELAXATIONS; CONVEX RELAXATION; CONVEXIFICATION; ALGORITHM; OPERATION; DECOMPOSITION; OPTIMIZATION;
D O I
10.1109/TPWRS.2017.2784564
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
When plug-in electric vehicles (PEVs) participate in grid operation, the intertemporal feature of PEVs charging transforms the traditional optimal power flow (OPF) problem into multiperiod OPF (MOPF) problem. In the case that the population of PEVs is huge, the large number of variables and constraints renders the centralized solution technique unsuitable to solve the MOPF problem. Therefore, a distributed algorithm based on alternating direction method of multipliers is developed to decompose the MOPF into two update steps that are solved in an alternating and iterative style. To improve the solution efficiency, the second update step is transformed into a Euclidean projection problem by approximating the original objective with a surrogate function. Then, a projection algorithm is utilized to solve the approximate problem. Numerical results show that this reformulated model obtains suboptimal solutions with small relative error, but gains considerable speed-up. Furthermore, its scalability and effectiveness are tested in the 119-bus and 906-bus distribution networks.
引用
收藏
页码:3886 / 3897
页数:12
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