IMPROVED OPTIMAL POWER FLOW FOR A POWER SYSTEM INCORPORATING WIND POWER GENERATION BY USING GREY WOLF OPTIMIZER ALGORITHM

被引:5
|
作者
Haddi, Sebaa [1 ]
Bouketir, Omrane [1 ]
Bouktir, Tarek [1 ]
机构
[1] Univ Setif, Fac Technol, Dept Elect Engn, El Bez 19000, Setif, Algeria
关键词
Grey Wolf Optimizer (GWO); grey wolves; OPF problem;
D O I
10.15598/aeee.v16i4.2883
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
In this paper, an efficient Grey Wolf Optimizer (GWO) search algorithm is presented for solving the optimal power flow problem in a power system, enhanced by wind power plant. The GWO algorithm is based on meta-heuristic method, and it has been proven to give very competitive results in different optimization problems. First, by using the proposed technique, the system independent variables such as the generators' power outputs as well as the associated dependent variables like the bus voltage magnitudes, transformer tap setting and shunt VAR compensators values are optimized to meet the power system operation requirements. The Optimal power flow study is then performed to assess the impact of variable wind power generation on system parameters. Two standard power systems IEEE30 and IEEE57 are used to test and verify the effectiveness of the proposed GWO method. The obtained results are then compared with others given by available optimization methods in the literature. The outcome of the comparison proved the superiority of the GWO algorithm over other meta-heuristics techniques such as Modified Differential Evolution (MDE), Enhanced Genetic Algorithm (EGA), Particle Swarm Optimization (PSO), Biogeography Based Optimization (BBO), Artificial Bee Algorithm (ABC) and Tree-Seed Algorithm (TSA).
引用
收藏
页码:471 / 488
页数:18
相关论文
共 50 条
  • [31] Optimal Power Flow with Transmission Switching for Power System with Wind/Photovoltaic Generation
    Jiang, Jiayin
    Han, Xueshan
    Wang, Junxiong
    Zhu, Xingxu
    Sun, Donglei
    Ma, Yanfei
    2017 CHINESE AUTOMATION CONGRESS (CAC), 2017, : 5802 - 5806
  • [32] Optimization of Multi-layer Perceptron for Wind Power Generation Prediction Based on Improved Grey Wolf Algorithm
    Li, Jiajun
    Cheng, Haitao
    Zhou, Xiaodong
    Wang, Miao
    Wang, Zezhao
    PROCEEDINGS OF THE 4TH INTERNATIONAL SYMPOSIUM ON NEW ENERGY AND ELECTRICAL TECHNOLOGY, ISNEET 2023, 2024, 1255 : 547 - 557
  • [33] Probabilistic Multi-Objective Optimal Power Flow: A Grey Wolf Optimizer Approach Considering Load and Wind Turbine Uncertainties
    Amini, Shiva
    Kamwa, Innocent
    Nahvi, Shabbo
    Golpira, Hemin
    2024 IEEE CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING, CCECE 2024, 2024, : 693 - 699
  • [34] An Improved Equilibrium Optimizer Algorithm for Solving Optimal Power Flow Problem with Penetration of Wind and Solar Energy
    Ngoc Anh Nguyen
    Dieu Ngoc Vo
    Thuan Thanh Nguyen
    Thanh Long Duong
    INTERNATIONAL TRANSACTIONS ON ELECTRICAL ENERGY SYSTEMS, 2022, 2022
  • [35] Optimal Placement and Sizing of Multiple Active Power Filters for Radial Distribution System Using Grey Wolf Optimizer
    Lakum, Ashokkumar
    Mahajan, Vasundhara
    2017 7TH INTERNATIONAL CONFERENCE ON POWER SYSTEMS (ICPS), 2017, : 562 - 567
  • [36] Influence Suppression of Metal Foreign Object in Wireless Power Transfer System Using Improved Grey Wolf Optimizer
    Huang, Wencong
    Zhu, Yuqiao
    Hu, Ying
    Huang, Jinying
    Ma, Chao
    Chang, Yufang
    ENERGIES, 2023, 16 (23)
  • [37] Hybrid Imperialist Competitive and Grey Wolf Algorithm to Solve Multiobjective Optimal Power Flow with Wind and Solar Units
    Ben Hmida, Jalel
    Morshed, Mohammad Javad
    Lee, Jim
    Chambers, Terrence
    ENERGIES, 2018, 11 (11)
  • [38] Grey wolf optimizer based regulator design for automatic generation control of interconnected power system
    Gupta, Esha
    Saxena, Akash
    COGENT ENGINEERING, 2016, 3 (01):
  • [39] Multiobjective optimal TCSC placement using multiobjective grey wolf optimizer for power losses reduction
    Rao, Nartu Tejeswara
    Kumar, Kalyana Kiran
    Kumar, Polamarasetty P.
    Nuvvula, Ramakrishna S. S.
    Mutharasan, A.
    Dhanamjayulu, C.
    Shaik, Mohammed Rafi
    Khan, Baseem
    SCIENTIFIC REPORTS, 2024, 14 (01):
  • [40] An Optimal Power Scheduling for Smart Home Appliances with Smart Battery using Grey Wolf Optimizer
    Makhadmeh, Sharif Naser
    Khader, Ahamad Tajudin
    Al-Betar, Mohammed Azmi
    Naim, Syibrah
    2018 8TH IEEE INTERNATIONAL CONFERENCE ON CONTROL SYSTEM, COMPUTING AND ENGINEERING (ICCSCE 2018), 2018, : 76 - 81