Reference Point Based Non-dominated Sorting Approach for Multi-objective Optimization of Power Flow

被引:0
|
作者
Kou, Y. N. [1 ]
Zheng, J. H. [1 ]
Li, M. S. [1 ]
Wu, Q. H. [1 ]
机构
[1] South China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Guangdong, Peoples R China
来源
2015 IEEE INNOVATIVE SMART GRID TECHNOLOGIES - ASIA (ISGT ASIA) | 2015年
关键词
Decision making; multi-objective; optimal power flow; objective reduction; reference point;
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
This paper presents an evolutionary algorithm, reference point based multi-objective group search optimizer using non-dominated sorting approach (r-NSGSO), for optimal power flow problem with multiple objectives. First, the six objectives of optimal power flow are reduced to two objectives which represent the secure and economic indices, respectively. The r-NSGSO integrates the non-dominated sorting approach into the original multi-objective group search optimizer to get better converged and more evenly distributed solutions, and introduces a reference point provided by the decision maker to guide the search toward the Pareto-optimal region of interest. Simulation studies are undertaken on a ZDT test problem and the standard IEEE 30-bus system, and the results demonstrate the capability of r-NSGSO for the multi-objective optimization problems.
引用
收藏
页数:5
相关论文
共 50 条
  • [21] Non-dominated Sorting Advanced Butterfly Optimization Algorithm for Multi-objective Problems
    Sushmita Sharma
    Nima Khodadadi
    Apu Kumar Saha
    Farhad Soleimanian Gharehchopogh
    Seyedali Mirjalili
    Journal of Bionic Engineering, 2023, 20 : 819 - 843
  • [22] An improved non-dominated sorting genetic algorithm for multi-objective optimization based on crowding distance
    Xia, Tian-Liang (xiatianliang123@126.com), 1600, Springer Verlag (462):
  • [23] An Improved Non-dominated Sorting Genetic Algorithm for Multi-objective Optimization Based on Crowding Distance
    Xia, Tian-liang
    Zhang, Shao-hua
    COMPUTATIONAL INTELLIGENCE, NETWORKED SYSTEMS AND THEIR APPLICATIONS, 2014, 462 : 66 - 76
  • [24] Multi-objective optimization design of gear train based on Non-dominated Sorting Genetic Algorithm
    Wu Yong-hai
    Fan Qin-man
    Liu Zheng-xia
    Xu Cheng
    PROCEEDINGS OF FIRST INTERNATIONAL CONFERENCE OF MODELLING AND SIMULATION, VOL V: MODELLING AND SIMULATION IN MECHANICS AND MANUFACTURE, 2008, : 442 - 446
  • [25] Non-Dominated Sorting-Based Hybrid Optimization Technique for Multi-Objective Hydrothermal Scheduling
    Nadakuditi, Gouthamkumar
    Pulluri, Harish
    Dahiya, Preeti
    Murthy, K. S. R.
    Varma, P. Srinivasa
    Bajaj, Mohit
    Altameem, Torki
    El-Shafai, Walid
    Fouda, Mostafa M. M.
    ENERGIES, 2023, 16 (05)
  • [26] SETNDS: A SET-Based Non-Dominated Sorting Algorithm for Multi-Objective Optimization Problems
    Xue, Lingling
    Zeng, Peng
    Yu, Haibin
    APPLIED SCIENCES-BASEL, 2020, 10 (19): : 1 - 15
  • [27] Multi-objective optimization of composite barrel based on the improved non-dominated sorting genetic algorithm
    School of Mechanical Engineering, Nanjing University of Science and Technology, Nanjing 210094, China
    Binggong Xuebao, 2006, 4 (617-621):
  • [28] A Non-Dominated Sorting Genetic Algorithm Approach for Optimization of Multi-Objective Airport Gate Assignment Problem
    Mokhtarimousavi, Seyedmirsajad
    Talebi, Dania
    Asgari, Hamidreza
    TRANSPORTATION RESEARCH RECORD, 2018, 2672 (23) : 59 - 70
  • [29] Non-dominated Sorting and Crowding Distance Based Multi-objective Chaotic Evolution
    Pei, Yan
    Hao, Jia
    ADVANCES IN SWARM INTELLIGENCE, ICSI 2017, PT II, 2017, 10386 : 15 - 22
  • [30] NSCSO: a novel multi-objective non-dominated sorting chicken swarm optimization algorithm
    Huang, Huajuan
    Zheng, Baofeng
    Wei, Xiuxi
    Zhou, Yongquan
    Zhang, Yuedong
    SCIENTIFIC REPORTS, 2024, 14 (01)