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
[21]   Distributed SINR Balancing for MISO Downlink Systems via the Alternating Direction Method of Multipliers [J].
Joshi, S. ;
Codreanu, M. ;
Latva-aho, M. .
2013 11TH INTERNATIONAL SYMPOSIUM ON MODELING & OPTIMIZATION IN MOBILE, AD HOC & WIRELESS NETWORKS (WIOPT), 2013, :318-325
[22]   Distributed Resource Allocation for MISO Downlink Systems via the Alternating Direction Method of Multipliers [J].
Joshi, S. ;
Codreanu, M. ;
Latva-aho, M. .
2012 CONFERENCE RECORD OF THE FORTY SIXTH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS AND COMPUTERS (ASILOMAR), 2012, :488-493
[23]   HARDWARE-BASED LINEAR PROGRAMMING DECODING VIA THE ALTERNATING DIRECTION METHOD OF MULTIPLIERS [J].
Wasson, Mitchell ;
Milicevic, Mario ;
Draper, Stark C. ;
Gulak, Glenn .
2017 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2017, :1143-1147
[24]   DUAL DESCENT AUGMENTED LAGRANGIAN METHOD AND ALTERNATING DIRECTION METHOD OF MULTIPLIERS [J].
Sun, Kaizhao ;
Sun, Xu Andy .
SIAM JOURNAL ON OPTIMIZATION, 2024, 34 (02) :1679-1707
[25]   Using the distributed proximal alternating direction method of multipliers for smart grid monitoring [J].
Carli, Raffaele ;
Dotoli, Mariagrazia .
2017 13TH IEEE CONFERENCE ON AUTOMATION SCIENCE AND ENGINEERING (CASE), 2017, :418-423
[26]   Parameter Estimation with the Ordered l2 Regularization via an Alternating Direction Method of Multipliers [J].
Humayoo, Mahammad ;
Cheng, Xueqi .
APPLIED SCIENCES-BASEL, 2019, 9 (20)
[27]   Adaptive Fractional Order Total Variation Image Denoising via the Alternating Direction Method of Multipliers [J].
Li, Dazi ;
Jiang, Tonggang ;
Jin, Qibing ;
Zhang, Beike .
PROCEEDINGS OF THE 32ND 2020 CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2020), 2020, :3876-3881
[28]   Generation following with thermostatically controlled loads via alternating direction method of multipliers sharing algorithm [J].
Burger, Eric M. ;
Moura, Scott J. .
ELECTRIC POWER SYSTEMS RESEARCH, 2017, 146 :141-160
[29]   ON THE CONVERGENCE RATE OF THE BI-ALTERNATING DIRECTION METHOD OF MULTIPLIERS [J].
Zhang, Guoqiang ;
Heusdens, Richard ;
Kleijn, W. B. .
2014 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2014,
[30]   Fast Alternating Direction Multipliers Method by Generalized Krylov Subspaces [J].
Alessandro Buccini .
Journal of Scientific Computing, 2022, 90