Multi-objective Planning for Siting and Sizing of Distributed Generators Considering Correlations

被引:0
|
作者
Li, Sijia [1 ]
Peng, Minfang [1 ]
Xu, Xiaodan [1 ]
Chen, Jueyu [1 ]
机构
[1] Hunan Univ, Coll Elect & Informat Engn, Changsha, Hunan, Peoples R China
关键词
Distributed Generators (DG); correlations; random variables; multi-objective planning; Multivariate Polynomial Normal Transformation (MPNT); MODEL;
D O I
暂无
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
A multi-objective planning model for siting and sizing of Distributed Generators (DG) in distribution network which considers the correlations among uncertain parameters as well as their volatility is proposed. These uncertain parameters including wind and solar irradiation can be viewed as random variables. The model has two planning objective functions. One objective function is to find the minimal value of network loss, which taking into account uncertain parameters. The other is to find the minimal cost of DG investment and operating. Considering that the correlations among actual random variables are uncertain and the probability distribution functions of random variables are difficult to be described accurately, this article references to the method of Multivariate Polynomial Normal Transformation and Latin Hypercube Sampling (MPNT-LHS) to generate sample matrix with correlations and randomness. Incorporate MPNT-LHS with Monte Carlo Simulation Method (MCSM) and Non-domination Sorting Genetic Algorithms-II (NSGA-II), to solve the proposed multi-objective planning problem and get the Pareto optimal solution sets. This article validates the model and method on the IEEE 33-bus distribution network example. The results of the simulation have demonstrated the model's correctness and method's effectiveness.
引用
收藏
页码:4284 / 4290
页数:7
相关论文
共 50 条
  • [1] Multi-Objective Optimal Siting and Sizing of Distributed Generators and Shunt Capacitors Considering the Effect of Voltage-Dependent Nonlinear Load Models
    Ali, Aamir
    Abbas, Ghulam
    Keerio, Muhammad Usman
    Mirsaeidi, Sohrab
    Alshahr, Shahr
    Alshahir, Ahmed
    [J]. IEEE ACCESS, 2023, 11 : 21465 - 21487
  • [2] A Multi-Objective Hybrid Genetic Algorithm for Sizing and Siting of Renewable Distributed Generation
    Zanin Jr, Paulo S.
    Garces Negrete, Lina Paola
    Brigatto, Gelson A. A.
    Lopez-Lezama, Jesus M.
    [J]. APPLIED SCIENCES-BASEL, 2021, 11 (16):
  • [3] Multi-objective distributed generation planning in distribution network considering correlations among uncertainties
    Zhang, Shenxi
    Cheng, Haozhong
    Li, Ke
    Tai, Nengling
    Wang, Dan
    Li, Furong
    [J]. APPLIED ENERGY, 2018, 226 : 743 - 755
  • [4] Optimal siting and sizing of intermittent distributed generator considering correlations
    Zhang, Shenxi
    Li, Ke
    Cheng, Haozhong
    Yao, Liangzhong
    Bazargan, Masoud
    [J]. Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2015, 39 (08): : 53 - 58
  • [5] Application of multi-objective optimization algorithm for siting and sizing of distributed generations in distribution networks
    Rajalakshmi, J.
    Durairaj, S.
    [J]. JOURNAL OF COMBINATORIAL OPTIMIZATION, 2021, 41 (02) : 267 - 289
  • [6] Optimal Siting and Sizing of Distributed Generators in Distribution Systems Considering Uncertainties
    Liu, Zhipeng
    Wen, Fushuan
    Ledwich, Gerard
    [J]. IEEE TRANSACTIONS ON POWER DELIVERY, 2011, 26 (04) : 2541 - 2551
  • [7] Application of multi-objective optimization algorithm for siting and sizing of distributed generations in distribution networks
    J. Rajalakshmi
    S. Durairaj
    [J]. Journal of Combinatorial Optimization, 2021, 41 : 267 - 289
  • [8] Multi-objective Optimization of Optimal Placement and Sizing of Distributed Generators in Distribution Networks
    Alajmi, Bader N.
    AlHajri, M. F.
    Ahmed, Nabil A.
    Abdelsalam, Ibrahim
    Marei, Mostafa I.
    [J]. IEEJ TRANSACTIONS ON ELECTRICAL AND ELECTRONIC ENGINEERING, 2023, 18 (06) : 817 - 833
  • [9] Allocation and Sizing of Distributed Generators in Distribution System Using Multi-Objective Optimization
    dos Santos Junior, Vanio Ferreira
    Freire Ferraz, Renato Santos
    Rueda-Medina, Augusto Cesar
    [J]. 2023 15TH SEMINAR ON POWER ELECTRONICS AND CONTROL, SEPOC, 2023,
  • [10] Multi-objective planning of distributed generation considering environmental benefit
    Li, Ran
    Shen, Xue
    Zhong, Chao
    Yang, Tian
    [J]. Dianwang Jishu/Power System Technology, 2014, 38 (06): : 1471 - 1478