Ant-Based Swarm Algorithm for Charging Coordination of Electric Vehicles
Joint Authors
Jing, Lei
Zhang, Liang
Li, Naihu
Feng, Donghan
Yan, Zheng
Xu, Shaolun
Wang, Jianhui
Source
International Journal of Distributed Sensor Networks
Issue
Vol. 2013, Issue - (31 Dec. 2013), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-05-08
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Telecommunications Engineering
Information Technology and Computer Science
Abstract EN
Uncontrolled charging of large-scale electric vehicles (EVs) can affect the safe and economic operation of power systems, especially at the distribution level.
The centralized EVs charging optimization methods require complete information of physical appliances and using habits, which will cause problems of high dimensionality and communication block.
Given this, an ant-based swarm algorithm (ASA) is proposed to realize the EVs charging coordination at the transformer level, which can overcome the drawbacks of centralized control method.
First, the EV charging load model is developed, and the charging management structure based on swarm intelligence is presented.
Second, basic data of the EV using habit is sampled by the Monte Carlo method, and the ASA is applied to realize the load valley filling.
The load fluctuation and the transformer capacity are also considered in the algorithm.
Finally, the charging coordination of 500 EVs under a 12.47 KV transformer is simulated to demonstrate the validity of the proposed method.
American Psychological Association (APA)
Xu, Shaolun& Feng, Donghan& Yan, Zheng& Zhang, Liang& Li, Naihu& Jing, Lei…[et al.]. 2013. Ant-Based Swarm Algorithm for Charging Coordination of Electric Vehicles. International Journal of Distributed Sensor Networks،Vol. 2013, no. -, pp.1-13.
https://search.emarefa.net/detail/BIM-458966
Modern Language Association (MLA)
Xu, Shaolun…[et al.]. Ant-Based Swarm Algorithm for Charging Coordination of Electric Vehicles. International Journal of Distributed Sensor Networks Vol. 2013, pp.1-13.
https://search.emarefa.net/detail/BIM-458966
American Medical Association (AMA)
Xu, Shaolun& Feng, Donghan& Yan, Zheng& Zhang, Liang& Li, Naihu& Jing, Lei…[et al.]. Ant-Based Swarm Algorithm for Charging Coordination of Electric Vehicles. International Journal of Distributed Sensor Networks. 2013. Vol. 2013, no. -, pp.1-13.
https://search.emarefa.net/detail/BIM-458966
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-458966