Coordinated EV Aggregation Management via Alternating Direction Method of Multipliers

被引：7
作者：
Afshar, Shahab [1 ]
Wasti, Shailesh [1 ]
Disfani, Vahid [1 ]
机构：
[1] Univ Tennessee, ConnectSmart Res Lab, Chattanooga, TN 37403 USA
来源：
2020 INTERNATIONAL CONFERENCE ON SMART GRIDS AND ENERGY SYSTEMS (SGES 2020) | 2020年
关键词：
ADMM; aggregator; decentralized control; distributed optimization; electric vehicle; mixed integer programming;
D O I：
10.1109/SGES51519.2020.00162
中图分类号：
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号：
0807 ; 0820 ;
摘要：
Electric vehicle (EV) aggregation can significantly influence the EVs charging/discharging behavior. In this paper, we use a distributed algorithm based on the alternating direction method of multipliers (ADMM) to coordinate EV charging and discharging procedures for EVs with vehicle-to-grid (V2G) capabilities. The optimization model is formulated as a mixed-integer quadratic programming (MIQP) problem to consider the efficiency of EV batteries and different energy prices in both charging and discharging processes. Numerical tests using real-world data confirms that the implemented method allows obtaining both the electric vehicle aggregator (EVA) and individual EV goals while considering the power grid and each EV constraints. Moreover, we show the significant impact of our model on the final demand profile and computation time.
引用
收藏
页码：882 / 887
页数：6
相关论文
共 50 条
[41]   Computational Performance Study on the Alternating Direction Method of Multipliers Algorithm for a Demand Response Peak Shaving Application [J].
Schwarz, Sebastian ;
Monti, Antonello .
IEEE SYSTEMS JOURNAL, 2023, 17 (02) :3370-3381
[42]   A Penalty Alternating Direction Method of Multipliers for Convex Composite Optimization Over Decentralized Networks [J].
Zhang, Jiaojiao ;
Liu, Huikang ;
Sow, Anthony Man-Cho ;
Ling, Qing .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2021, 69 :4282-4295
[43]   Design of Iterative Learning Control via Alternating Direction Method of Multipliers for Building Temperature Control System [J].
Tuynh Van Pham ;
Dinh Hoa Nguyen ;
Banjerdpongchai, David .
2017 14TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING/ELECTRONICS, COMPUTER, TELECOMMUNICATIONS AND INFORMATION TECHNOLOGY (ECTI-CON), 2017, :814-817
[44]   An Alternating Direction Method Approach to Cloud Traffic Management [J].
Feng, Chen ;
Xu, Hong ;
Li, Baochun .
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2017, 28 (08) :2145-2158
[45]   ASYNCHRONOUS DISTRIBUTED ALTERNATING DIRECTION METHOD OF MULTIPLIERS: ALGORITHM AND CONVERGENCE ANALYSIS [J].
Chang, Tsung-Hui ;
Hong, Mingyi ;
Liao, Wei-Cheng ;
Wane, Xiangfeng .
2016 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING PROCEEDINGS, 2016, :4781-4785
[46]   An alternating direction method of multipliers for elliptic equation constrained optimization problem [J].
Zhang Kai ;
Li JingShi ;
Song YongCun ;
Wang XiaoShen .
SCIENCE CHINA-MATHEMATICS, 2017, 60 (02) :361-378
[47]   Using Alternating Direction Method of Multipliers to solve optimization problem in Statistics [J].
Al-Zamili, Ameer Dehyauldeen A. ;
Aljilawi, Ahmed Sabah Ahmed .
INTERNATIONAL JOURNAL OF MATHEMATICS AND COMPUTER SCIENCE, 2024, 19 (01) :157-162
[48]   Graph matching based point correspondence with alternating direction method of multipliers [J].
Yang, Jing ;
Yang, Xu ;
Zhou, Zhang-Bing ;
Liu, Zhi-Yong ;
Fan, Ming-Yu .
NEUROCOMPUTING, 2021, 462 :344-352
[49]   Scalability and Fault Tolerance of the Alternating Direction Method of Multipliers for Sparse Grids [J].
Khakhutskyy, Valeriy ;
Pflueger, Dirk ;
Hegland, Markus .
PARALLEL COMPUTING: ACCELERATING COMPUTATIONAL SCIENCE AND ENGINEERING (CSE), 2014, 25 :603-612
[50]   Reconstruction and Denoising of EEG Signal Using Alternating Direction Method of Multipliers [J].
Lala, Revant ;
Trivedi, Dehit .
2022 6TH INTERNATIONAL CONFERENCE ON IMAGING, SIGNAL PROCESSING AND COMMUNICATIONS, ICISPC, 2022, :65-70
12345