An improved non-dominated sorting genetic algorithm for multi-objective optimization based on crowding distance

被引：0
|
作者：
机构：
[1] Xia, Tian-Liang
[2] Zhang, Shao-Hua
来源：
Xia, Tian-Liang (xiatianliang123@126.com) | 1600年 / Springer Verlag卷 / 462期
关键词：
Genetic algorithms;
D O I：
10.1007/978-3-662-45261-5_8
中图分类号：
O29 [应用数学];
学科分类号：
070104 ;
摘要：
An improved non-dominated sorting genetic algorithm (INSGA) is introduced for multi-objective optimization. In order to keep the diversity of the population, a modified elite preservation strategy is adopted and the evaluation of solutions’ crowding degree is integrated in crossover operations during the evolution. The INSGA is compared with the NSGA-II and other algorithms by applications to five classical test functions and an environmental/economic dispatch (EED) problem in power systems. It is shown that the Pareto solution obtained by INSGA has a good convergence and diversity. © Springer-Verlag Berlin Heidelberg 2014.
引用
收藏
相关论文
共 50 条
  • [1] 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
  • [2] 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):
  • [3] 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
  • [4] A MULTI-OBJECTIVE OPTIMIZATION MODEL BASED ON NON-DOMINATED SORTING GENETIC ALGORITHM
    Fu, H. C.
    Liu, P.
    INTERNATIONAL JOURNAL OF SIMULATION MODELLING, 2019, 18 (03) : 510 - 520
  • [5] Non-dominated sorting genetic quantum algorithm for multi-objective optimization
    Khorsand, Amir-R.
    Wang, G. Gary
    Raghavan, J.
    PROCEEDINGS OF THE ASME INTERNATIONAL DESIGN ENGINEERING TECHNICAL CONFERENCES AND COMPUTERS AND INFORMATION IN ENGINEERING CONFERENCE 2007, VOL 6, PTS A AND B, 2008, : 307 - 315
  • [6] Non-dominated Sorting Based Fireworks Algorithm for Multi-objective Optimization
    Li, Mingze
    Tan, Ying
    ADVANCES IN SWARM INTELLIGENCE, ICSI 2022, PT I, 2022, : 457 - 471
  • [7] A Non-dominated Sorting Firefly Algorithm for Multi-Objective Optimization
    Tsai, Chun-Wei
    Huang, Yao-Ting
    Chiang, Ming-Chao
    2014 14TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS (ISDA 2014), 2014,
  • [8] Multi-objective Planning for Orbital Maneuver based on the Improved Non-dominated Sorting Genetic Algorithm
    Zeng, Kai
    Chen, Yong
    PROCEEDINGS OF 2010 3RD IEEE INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGY (ICCSIT 2010), VOL 6, 2010, : 382 - 386
  • [9] 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
  • [10] A sorting based algorithm for finding non-dominated set in multi-objective optimization
    Du, Jun
    Cai, Zhihua
    Chen, Yunliang
    ICNC 2007: THIRD INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 4, PROCEEDINGS, 2007, : 436 - +
12345