Chaotic Harris Hawks Optimization Algorithm for Electric Vehicles Charge Scheduling

被引:2
|
作者
Kumar, V. Manoj [1 ]
Bharatiraja, C. [1 ]
Elrashidi, Ali [2 ,3 ]
Aboras, Kareem M. [4 ]
机构
[1] SRM Inst Sci & Technol, Dept Elect & Elect Engn, Kattankulathur 603203, India
[2] Alexandria Univ, Fac Engn, Engn Math Dept, Alexandria Governorate 21544, Egypt
[3] Univ Business & Technol, Elect Engn Dept, Jeddah 23435, Saudi Arabia
[4] Alexandria Univ, Fac Engn, Dept Elect Power & Machines, Alexandria 21544, Egypt
关键词
Charge Scheduling; Electric Vehicle; Grid stability; Load profile; Optimization methods; VANET; TIME; EFFICIENT;
D O I
10.1016/j.egyr.2024.04.006
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) technology and migration are hindered by battery sizing, short driving ranges, and optimal operations. This article focuses on developing a strategy for scheduling EV charging in a specific region, addressing waiting time, charging time, and uneven scheduling due to unevenly distributed charging stations (CS). The proposed approach optimizes CS using separate queues for different levels, reducing waiting time and costs during peak hours. Which considers trade-offs between time-aware fairness and overall waiting time, and factors like reachability, battery state of charge, depth of discharge limits, and charging rate constraints. A biobjective formulation and online scheduling algorithm based on dynamic schedulable time, energy demand fluctuation and user ' s prioritization are proposed. The aim is to allocate a charging station to each EV by considering travel needs and battery specifics, with the objective of minimizing travel time, queue time, recharging time, and energy costs. To achieve this, the scheduling system utilizes the Chaotic Harris Hawks Optimization (CHHO), an enhanced iteration of the previously discussed metaheuristic, the Harris Hawk Optimization. Validation of the system is conducted through Vehicular Ad -hoc Network (VANET) simulation and comparison with alternative algorithms Exponential Harris Hawk Optimization, Grey Wolf Optimizer and Random allocation. The outcomes demonstrate noteworthy decreases in travel time, queue time, recharging time, and energy costs, all while adhering to set constraints.
引用
下载
收藏
页码:4379 / 4396
页数:18
相关论文
共 50 条
  • [1] Chaotic Harris hawks optimization algorithm
    Gezici, Harun
    Livatyali, Haydar
    JOURNAL OF COMPUTATIONAL DESIGN AND ENGINEERING, 2022, 9 (01) : 216 - 245
  • [2] Mitigation of Complexity in Charging Station Allocation for EVs Using Chaotic Harris Hawks Optimization Charge Scheduling Algorithm
    Kumar, V. Manoj
    Chokkalingam, Bharatiraja
    Mihet-Popa, Lucian
    IEEE ACCESS, 2023, 11 : 130466 - 130482
  • [3] Nonlinear-based Chaotic Harris Hawks Optimizer: Algorithm and Internet of Vehicles application
    Dehkordi, Amin Abdollahi
    Sadiq, Ali Safaa
    Mirjalili, Seyedali
    Ghafoor, Kayhan Zrar
    APPLIED SOFT COMPUTING, 2021, 109
  • [4] Fuel Economy Energy Management of Electric Vehicles Using Harris Hawks Optimization
    Rezk, Hegazy
    Abdelkareem, Mohammad Ali
    Alshathri, Samah Ibrahim
    Sayed, Enas Taha
    Ramadan, Mohamad
    Olabi, Abdul Ghani
    SUSTAINABILITY, 2023, 15 (16)
  • [5] Compact Harris Hawks Optimization Algorithm
    Yu, Zhihao
    Du, Jialu
    Li, Guangqiang
    2021 PROCEEDINGS OF THE 40TH CHINESE CONTROL CONFERENCE (CCC), 2021, : 1925 - 1930
  • [6] Harris hawks optimization: Algorithm and applications
    Heidari, Ali Asghar
    Mirjalili, Seyedali
    Faris, Hossam
    Aljarah, Ibrahim
    Mafarja, Majdi
    Chen, Huiling
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2019, 97 : 849 - 872
  • [7] Decentralized Coordination Dispatch Model Based on Chaotic Mutation Harris Hawks Optimization Algorithm
    Wang, Yuanyuan
    Yu, Zexu
    Dou, Zhenhai
    Qiao, Mengmeng
    Zhao, Ye
    Xie, Ruishuo
    Liu, Lianxin
    ENERGIES, 2022, 15 (10)
  • [8] Intelligent optimization for charging scheduling of electric vehicle using exponential Harris Hawks technique
    Devendiran, Ramkumar
    Kasinathan, Padmanathan
    Ramachandaramurthy, Vigna K.
    Subramaniam, Umashankar
    Govindarajan, Uma
    Fernando, Xavier
    INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2021, 36 (10) : 5816 - 5844
  • [9] An island parallel Harris hawks optimization algorithm
    Tansel Dokeroglu
    Ender Sevinc
    Neural Computing and Applications, 2022, 34 : 18341 - 18368
  • [10] An optimization method for maintenance routing and scheduling in offshore wind farms based on chaotic quantum Harris hawks optimization
    Li, Ming-Wei
    Lei, Yi-Zhang
    Yang, Zhong-Yi
    Huang, Hsin-Pou
    Hong, Wei-Chiang
    OCEAN ENGINEERING, 2024, 308