Real-time charging coordination of plug-in electric vehicles based on hybrid fuzzy discrete particle swarm optimization

被引:53
|
作者
Hajforoosh, Somayeh [1 ]
Masoum, Mohammad A. S. [1 ]
Islam, Syed M. [1 ]
机构
[1] Curtin Univ Technol, Dept Elect & Comp Engn, Perth, WA, Australia
关键词
Plug-in electric vehicles; Online PEV coordination; GA; DPSO; Fuzzy and smart grid; SMART GRIDS; ALGORITHM; MANAGEMENT;
D O I
10.1016/j.epsr.2015.06.019
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
The main impact of uncoordinated plug-in electric vehicle (PEV) charging is adding new time-variant loads that can increase the strains on the generation units, transmission and distribution systems that may result in unacceptable voltage drops and poor power quality. This paper proposes two dynamic online approaches for coordination of PEV charging based on fuzzy genetic algorithm (FGA) and fuzzy discrete particle swarm optimization (FDPSO). The algorithms will minimize the costs associated with energy generation and grid losses while also maximizing the delivered power to PEVs considering distribution transformer loading, voltage regulation limits, initial and final battery state of charges (SOCs) based on consumers' preferences. The second algorithm relies on the quality and speed of DPSO solution for more accurate and faster online coordination of PEVs while also exploiting fuzzy reasoning for shifting charging demands to off-peak hours for a further reduction in overall cost and transformer loading. Simulation results for uncoordinated, DPSO, FGA and FDPSO coordinated charging are presented and compared for a 449-node network populated with PEVs. Results are also compared with the previously published PEV coordinated charging based on maximum sensitivity selections (MSS). Main contributions are formulating the PEVs charging coordination problem and applying different optimization methods including online FGA and FDPSO considering different driving patterns, battery sizes and charging rates, as well as initial SOCs and requested final SOCs. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:19 / 29
页数:11
相关论文
共 50 条
  • [41] Impacts of Charging Plug-In Hybrid Electric Vehicles on the Electric Grid and its Charging Strategies
    Zhang, Zhiwei
    Gu, Danzhen
    2012 POWER ENGINEERING AND AUTOMATION CONFERENCE (PEAM), 2012, : 335 - 338
  • [42] Distributed Online Optimization for Charging and Discharging of Plug-in Electric Vehicles
    Xiong, Haiming
    Chi, Ming
    Liu, Zhi-Wei
    Hu, Dandan
    Zhu, Liang -Liang
    Jiang, Cheng
    Gui, Jun -Ping
    Rao, Yao
    2022 IEEE INTERNATIONAL CONFERENCE ON CYBORG AND BIONIC SYSTEMS, CBS, 2022, : 407 - 412
  • [43] Integrated Optimization of Battery Sizing, Charging, and Power Management in Plug-In Hybrid Electric Vehicles
    Hu, Xiaosong
    Moura, Scott J.
    Murgovski, Nikolce
    Egardt, Bo
    Cao, Dongpu
    IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2016, 24 (03) : 1036 - 1043
  • [44] Hybrid optimal online-overnight charging coordination of plug-in electric vehicles in smart grid
    Masoum, Mohammad A. S.
    Nabavi, Seyed M. H.
    JOURNAL OF POWER SOURCES, 2016, 330 : 7 - 17
  • [45] Adaptive real-time ECMS with equivalent factor optimization for plug-in hybrid electric buses
    Sun, Xiaodong
    Chen, Zongzhe
    Han, Shouyi
    Tian, Xiang
    Jin, Zhijia
    Cao, Yunfei
    Xue, Mingzhou
    ENERGY, 2024, 304
  • [46] Adaptive energy management for plug-in hybrid electric vehicles considering real-time traffic information
    Liu, Yanfang
    Zhao, Junwei
    Li, Songlin
    Dong, Peng
    Wang, Shuhan
    Xu, Xiangyang
    IFAC PAPERSONLINE, 2021, 54 (10): : 138 - 143
  • [47] Impacts of Plug-in Hybrid Electric Vehicles Charging on Distribution Grid and Smart Charging
    Li Hui-ling
    Bai Xiao-min
    Tan Wen
    2012 IEEE INTERNATIONAL CONFERENCE ON POWER SYSTEM TECHNOLOGY (POWERCON), 2012,
  • [48] A GA-based online real-time optimized energy management strategy for plug-in hybrid electric vehicles
    Fan, Likang
    Wang, Yufei
    Wei, Hongqian
    Zhang, Youtong
    Zheng, Pengyu
    Huang, Tianyi
    Li, Wei
    ENERGY, 2022, 241
  • [49] Hierarchical Charging Coordination of Large-scale Plug-in Electric Vehicles
    Cai, Y.
    Ma, Z.
    2015 3RD ASIAN PACIFIC CONFERENCE ON MECHATRONICS AND CONTROL EINGINEERING (APCMCE 2015), 2015, : 102 - 110
  • [50] Coordination of bidirectional charging for plug-in electric vehicles in smart distribution systems
    Amin Hajizadeh
    Mohammad Reza Kikhavani
    Electrical Engineering, 2018, 100 : 1085 - 1096