Applied Research on Distributed Generation Optimal Allocation Based on Improved Estimation of Distribution Algorithm

被引:6
|
作者
Yang, Lei [1 ]
Yang, Xiaohui [1 ]
Wu, Yue [2 ]
Liu, Xiaoping [1 ]
机构
[1] Nanchang Univ, Coll Informat Engn, Nanchang 330031, Jiangxi, Peoples R China
[2] State Grid Jilin Elect Power Co, Changchun 130000, Jilin, Peoples R China
基金
中国国家自然科学基金;
关键词
distributed generation; radial distribution system; estimation of distribution algorithm; bayesian statistical-inference; posterior probability; PARTICLE SWARM OPTIMIZATION; BACTERIAL FORAGING OPTIMIZATION; OPTIMAL PLACEMENT; DISTRIBUTION NETWORKS; DISTRIBUTION-SYSTEMS; DG ALLOCATION;
D O I
10.3390/en11092363
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
Most of the current algorithms used to solve the optimal configuration problem in the distributed generation (DG) of electricity depend heavily on control parameters, which may lead to local optimal solutions. To achieve a rapid and effective algorithm of optimized configuration for distributed generation, a hybrid approach combined with Bayesian statistical-inference and distribution estimation is proposed. Specifically, a probability distribution estimation model based on the theory of Bayesian inference is established, then a posteriori probability model with the prior distribution and the conditional distribution is generated, and new individual generators are formed into a dominant group. The information of each individual of this dominant group is used to update the probability model and the updated posteriori probability is used for sampling until the optimal solution is obtained. Finally, the 12 bus, 34 bus and 69 bus radial distribution system is used as an example and comparison is performed to show the effectiveness of the proposed algorithm.
引用
收藏
页数:17
相关论文
共 50 条
  • [31] Optimal Allocation of DGs in Radial Distribution Networks Based on Improved Salp Swarm Algorithm
    Long, Hongyu
    Pan, Shun
    Xu, Tingting
    Liu, Xinyu
    Xia, Sheng
    Yao, Cheng
    Lu, Hu
    Engineering Letters, 2023, 31 (03) : 969 - 986
  • [32] Power Command Optimal Allocation Model of Distributed Energy System Based on Improved Firefly Algorithm
    Xue X.
    Zheng Y.
    Lu C.
    Distributed Generation and Alternative Energy Journal, 2022, 37 (03): : 845 - 864
  • [33] Hybrid Harmony Search Algorithm Applied to the Optimal Coordination of Overcurrent Relays in Distribution Networks with Distributed Generation
    Saldarriaga-Zuluaga, Sergio D.
    Lopez-Lezama, Jesus M.
    Munoz-Galeano, Nicolas
    APPLIED SCIENCES-BASEL, 2021, 11 (19):
  • [34] Optimal Allocation of Distributed Generation and Reactive Power in Simplified Distribution systems
    Salas, Richard Wilcamango
    Melgar-Dominguez, Ozy D.
    Mantovani, Jose R. S.
    2020 IEEE PES TRANSMISSION & DISTRIBUTION CONFERENCE AND EXHIBITION - LATIN AMERICA (T&D LA), 2020,
  • [35] Optimal configuration of distributed power generation based on an improved sooty tern optimization algorithm
    Xiao Y.
    Yu Y.
    Zhang G.
    Dianli Xitong Baohu yu Kongzhi/Power System Protection and Control, 2022, 50 (03): : 148 - 155
  • [36] Optimal Distributed Generation and Reactive Power Allocation in Electrical Distribution Systems
    Pereira, Benvindo R., Jr.
    Martins da Costa, Geraldo R.
    Contreras, Javier
    Sanches Mantovani, Jose R.
    IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2016, 7 (03) : 975 - 984
  • [37] Energy loss reduction by optimal distributed generation allocation in distribution systems
    Haghighat, Hossein
    INTERNATIONAL TRANSACTIONS ON ELECTRICAL ENERGY SYSTEMS, 2015, 25 (09): : 1673 - 1684
  • [38] Optimal reconfiguration and renewable distributed generation allocation in electric distribution systems
    Sambaiah, Kola Sampangi
    Jayabarathi, T.
    INTERNATIONAL JOURNAL OF AMBIENT ENERGY, 2021, 42 (09) : 1018 - 1031
  • [39] Application of Conic Programming for Optimal Distributed Generation Allocation in Distribution Network
    Zhao, Jinli
    Yu, Yingying
    Li, Peng
    Sun, Chongbo
    Dong, Xuzhu
    Yu, Li
    Huang, Xiaoyun
    Huang, Hongyuan
    2014 CHINA INTERNATIONAL CONFERENCE ON ELECTRICITY DISTRIBUTION (CICED), 2014,
  • [40] Optimal allocation of distributed generation for power flow enhancement in distribution network
    Jayaraman Panneerselvam, Srividhya
    Krishnamoorthi, Yogitha
    Ramamoorthy, Suresh
    Selvaraj, Jaisiva
    OPTIMAL CONTROL APPLICATIONS & METHODS, 2023, 44 (06): : 3168 - 3184