Whale Optimization Algorithm-Based DG Allotment for Loss Minimization of Distribution Networks

被引:0
|
作者
Mukherjee, Suvabrata [1 ]
Roy, Provas Kumar [2 ]
机构
[1] NSHM Coll, Durgapur, India
[2] Kalyani Govt Engn Coll, Kalyani, W Bengal, India
关键词
Distribution Generation Units; Evolutionary Programming; Loss Minimization; Loss Saving; Optimal Siting; Optimal Sizing; Whale Optimization Algorithm; DISTRIBUTION-SYSTEMS; OPTIMAL PLACEMENT; CAPACITOR PLACEMENT; VOLTAGE STABILITY; GENERATION UNITS; ALLOCATION; RECONFIGURATION;
D O I
10.4018/IJAMC.290537
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
For optimum placement of distributed generation (DG) units in balanced radial distribution network for loss minimization, implementation of whale optimization algorithm (WOA), a state-of-the-art meta-heuristic optimization algorithm is proposed in this paper. Encouraged by bubble-net hunting strategy of whales, WOA mimes the collective practice of humpback whales. For validating performance in solving the mentioned problem, the suggested technique is implemented on IEEE 33-bus and IEEE 69-bus balanced radial distribution test networks. The obtained results demonstrate that feasible and effective solutions are obtained using the proposed approach and can be used as a propitious substitute in practical power systems to overcome the optimum DG siting and sizing issue. Also, to the best knowledge of the authors, it is the first report on the application of WOA in solving optimum DG siting and sizing issue.
引用
收藏
页数:21
相关论文
共 50 条
  • [1] A Genetic Algorithm-Based Heuristic for Rumour Minimization in Social Networks
    Rajak, Vivek Kumar
    Kare, Anjeneya Swami
    [J]. DISTRIBUTED COMPUTING AND INTELLIGENT TECHNOLOGY, ICDCIT 2024, 2024, 14501 : 249 - 265
  • [2] A whale optimization algorithm-based ensemble model for power consumption prediction
    Weng, Shaoyuan
    Liu, Zimeng
    Fan, Zongwen
    Zhang, Guoliang
    [J]. ELECTRICAL ENGINEERING, 2024,
  • [3] Multiobjective whale optimization algorithm-based feature selection for intelligent systems
    Riyahi, Milad
    Rafsanjani, Marjan K.
    Gupta, Brij B.
    Alhalabi, Wadee
    [J]. INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2022, 37 (11) : 9037 - 9054
  • [4] Improved Biogeography Based Optimization Technique for Loss Minimization in Power Distribution Networks
    Angalaeswari, S.
    Arunagiri, A.
    Jamuna, K.
    [J]. 2017 INTERNATIONAL CONFERENCE ON POWER AND EMBEDDED DRIVE CONTROL (ICPEDC), 2017, : 26 - 31
  • [5] OPTIMAL ALLOCATION AND SIZING OF DG IN A RADIAL DISTRIBUTION SYSTEM USING WHALE OPTIMIZATION ALGORITHM
    Marimuthu, A.
    Gnanambal, K.
    Priyanka, R.
    [J]. 2017 IEEE INTERNATIONAL CONFERENCE ON INNOVATIONS IN GREEN ENERGY AND HEALTHCARE TECHNOLOGIES (IGEHT), 2017,
  • [6] Using ant colony optimization for loss minimization in distribution networks
    Ahuja, A
    Pahwa, A
    [J]. 37TH NORTH AMERICAN POWER SYMPOSIUM, PROCEEDINGS, 2005, : 470 - 474
  • [7] Loss Minimization in a Radial Distribution System with DG Placement Using Jaya Optimization Technique
    Routray, Aliva
    Mistry, Khyati D.
    Arya, Sabharaj
    [J]. 2019 1ST IEEE INTERNATIONAL CONFERENCE ON SUSTAINABLE ENERGY TECHNOLOGIES AND SYSTEMS (IEEE-ICSETS 2019), 2019, : 336 - 340
  • [8] Dynamic software rejuvenation in web services: a whale optimization algorithm-based approach
    Rezaei Kalantari, Kimia
    Ebrahimnejad, Ali
    Motameni, Homayun
    [J]. TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2020, 28 (02) : 890 - 903
  • [9] A whale optimization algorithm-based cellular automata model for urban expansion simulation
    Ding, Yuan
    Cao, Kai
    Qiao, Weifeng
    Shao, Hua
    Yang, Yingbao
    Li, Hao
    [J]. INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION, 2022, 115
  • [10] Optimal allocation of combined DG and capacitor for real power loss minimization in distribution networks
    Naik, S. Gopiya
    Khatod, D. K.
    Sharma, M. P.
    [J]. INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2013, 53 : 967 - 973