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
  • [1] Improved Genetic Algorithm Applied to Multiple Distributed Generation Optimal Allocation Considering Different Load Profiles
    Yamashita, Karina
    Gallego Pareja, Luis Alfonso
    [J]. 2016 12TH IEEE/IAS INTERNATIONAL CONFERENCE ON INDUSTRY APPLICATIONS (INDUSCON), 2016,
  • [2] Application of Improved Seagull Optimization Algorithm on Optimal Allocation Optimizations of Distributed Generation
    Qian, Jie
    Peng, Yuhan
    Zheng, Haoling
    Wang, Xi
    [J]. ENGINEERING LETTERS, 2023, 31 (03) : 1151 - 1159
  • [3] Optimal distributed generation allocation in distribution network using Hereford Ranch Algorithm
    Gandomkar, M
    Vakilian, M
    Ehsan, M
    [J]. ICEMS 2005: PROCEEDINGS OF THE EIGHTH INTERNATIONAL CONFERENCE ON ELECTRICAL MACHINES AND SYSTEMS, VOLS 1-3, 2005, : 916 - 918
  • [4] Optimal allocation of biomass distributed generation in distribution systems using equilibrium algorithm
    El-Ela, Adel A. Abo
    Allam, Sohir M.
    Shaheen, Abdullah M.
    Nagem, Nadia A.
    [J]. INTERNATIONAL TRANSACTIONS ON ELECTRICAL ENERGY SYSTEMS, 2021, 31 (02)
  • [5] Research of Voltage Caused by Distributed Generation and Optimal Allocation of Distributed Generation
    E Dejun
    Li Pengcheng
    Peng Zhiwei
    Ou Jiaxiang
    [J]. 2014 INTERNATIONAL CONFERENCE ON POWER SYSTEM TECHNOLOGY (POWERCON), 2014, : 3098 - 3102
  • [6] Optimal distributed generation allocation in MV distribution networks
    Celli, G
    Pilo, F
    [J]. PICA 2001: 22ND IEEE POWER ENGINEERING SOCIETY INTERNATIONAL CONFERENCE ON POWER INDUSTRY COMPUTER APPLICATIONS, 2001, : 81 - 86
  • [7] Optimal configuration of distributed generation based on improved grey optimization algorithm
    Cai, Guowei
    Liu, Xu
    Zhang, Wang
    Meng, Tao
    Zheng, Tianyu
    [J]. Taiyangneng Xuebao/Acta Energiae Solaris Sinica, 2019, 40 (01): : 134 - 141
  • [8] Optimal Allocation of Distributed Generation Against Low Voltage in Distribution Network Based on Particle Swarm Optimization Algorithm
    Dai, Peng
    Liu, Gang
    Wang, Xiuru
    Ma, Jian
    Li, Hua
    Ling, Wanshui
    Wen, Yanjun
    Ji, Xiaopeng
    [J]. PROCEEDINGS OF THE 32ND 2020 CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2020), 2020, : 5544 - 5549
  • [9] Optimal Allocation of Wind and Solar Based Distributed Generation in a Radial Distribution System
    Sambaiah, Kola Sampangi
    Jayabarathi, T.
    [J]. INTERNATIONAL JOURNAL OF RENEWABLE ENERGY RESEARCH, 2019, 9 (01): : 73 - 85
  • [10] Genetic Algorithm based Optimal Allocation of a Distributed Generator in a Radial Distribution Feeder
    Prasanna, Maruthi H. A.
    Kumar, Likith M. V.
    Ananthapadmanabha, T.
    [J]. 2014 IEEE INTERNATIONAL CONFERENCE ON CIRCUIT, POWER AND COMPUTING TECHNOLOGIES (ICCPCT-2014), 2014, : 184 - 190