Improved Ant Lion Algorithm for orderly charging of electric vehicles

被引:0
|
作者
Peng, Xuanhui [1 ]
Chen, Caixue [1 ]
Zheng, Tuo [1 ]
Tang, Wendong [1 ]
Xiong, Zhigang [1 ]
Ouyang, Gang [1 ]
机构
[1] Xiangtan Univ, Coll Automat & Elect Informat, Xiangtan, Peoples R China
关键词
Orderly charge; Improved Ant lion algorithm; Levy flight; Adaptive boundary strategy;
D O I
暂无
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
In order to reduce the instability of power grid caused by disorderly charging of large-scale electric vehicles in the future, an ordered charging optimization model is established, which aims at the minimum peak and valley difference of power grid side and the lowest charge cost of user side. Meanwhile, to solve the objective function efficiently and quickly, ant lion optimization with Levy flight and self-adaptive strategy (LSALO) is proposed for charging the electric vehicle. The introduction of adaptive boundary strategy increases population diversity, and Levy flight is conducive to avoiding local optimization and speeding up global convergence. The simulation results show that compared with particle swarm optimization (PSO) and ant lion optimization (ALO), LSALO has the highest convergence accuracy and optimization accuracy, and has strong advantages in the optimization of the orderly charging of electric vehicles.
引用
收藏
页数:7
相关论文
共 50 条
  • [31] Coordinated Optimal Control Method for Smart Distribution Network Considering Orderly Charging of Electric Vehicles
    Liu Z.
    Sheng W.
    Du S.
    Su J.
    Sun R.
    Nongye Jixie Xuebao/Transactions of the Chinese Society for Agricultural Machinery, 2021, 52 : 377 - 384
  • [32] Low-Carbon and Economical Orderly Charging Strategy for Electric Vehicles in Residential Area Based on Dynamic Charging Prices
    Yang, Nan
    Zhao, Xizheng
    Li, Xiaodong
    Zhao, Yuanzhi
    Yu, Songnan
    PROCEEDINGS OF 2023 INTERNATIONAL CONFERENCE ON WIRELESS POWER TRANSFER, VOL 3, ICWPT 2023, 2024, 1160 : 334 - 341
  • [33] Optimization strategy for the energy storage capacity of a charging station with photovoltaic and energy storage considering orderly charging of electric vehicles
    Li J.
    Shi Y.
    Zhang L.
    Yang X.
    Wang L.
    Chen X.
    Li, Jingli (lijingli1022@zzu.edu.cn), 1600, Power System Protection and Control Press (49): : 94 - 102
  • [34] Research on an Orderly Charging Strategy for New Energy Charging Stations Based on Dynamic Electricity Prices and a Reservation Charging Mechanism for Electric Vehicles
    Yue, Ziyi
    Zhou, Yichen
    Li, Yonggang
    Sun, Haochao
    Zhong, Yuyao
    Li, Yuxuan
    2022 IEEE/IAS INDUSTRIAL AND COMMERCIAL POWER SYSTEM ASIA (I&CPS ASIA 2022), 2022, : 1525 - 1531
  • [35] An improved form of the ant lion optimization algorithm for image clustering problems
    Toz, Metin
    TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2019, 27 (02) : 1445 - 1460
  • [36] Modified Ant Lion Optimization Algorithm for Improved Diagnosis of Thyroid Disease
    Gupta, Naman
    Jain, Rishabh
    Gupta, Deepak
    Khanna, Ashish
    Khamparia, Aditya
    COGNITIVE INFORMATICS AND SOFT COMPUTING, 2020, 1040 : 599 - 610
  • [37] Orderly Charging and Discharging Scheduling Strategy for Electric Vehicles Based on V2G
    Tan, Xinzhi
    He, Shan
    Li, Xun
    Ge, Jing
    Huang, Hao
    2023 2ND ASIAN CONFERENCE ON FRONTIERS OF POWER AND ENERGY, ACFPE, 2023, : 660 - 665
  • [38] Potential Co-benefit effect analysis of orderly charging and discharging of electric vehicles in China
    Zhou, Chao-bo
    Qi, Shao-zhou
    Zhang, Ji-hong
    Tang, Si-yan
    ENERGY, 2021, 226
  • [39] Research on the Orderly Charging and Discharging Mechanism of Electric Vehicles Considering Travel Characteristics and Carbon Quota
    Zhang, Liang
    Yin, Qingbo
    Zhu, Wenwei
    Lyu, Ling
    Jiang, Linru
    Koh, Leong Hai
    Cai, Guowei
    IEEE TRANSACTIONS ON TRANSPORTATION ELECTRIFICATION, 2024, 10 (02): : 3012 - 3027
  • [40] Multi-objective orderly charging strategy for electric vehicles based on interactive network model
    Wang, Lu
    Wan, Youhong
    Cao, Weitao
    Cao, Yuhang
    IEEJ TRANSACTIONS ON ELECTRICAL AND ELECTRONIC ENGINEERING, 2021, 16 (04) : 519 - 525