A Parallel Genetic Algorithm in Multi-objective Optimization

被引：8
|
作者：
Wang Zhi-xin [1 ]
Ju Gang [1 ]
机构：
[1] Southeast Univ, Sch Energy & Environm, Nanjing 210096, Peoples R China
来源：
CCDC 2009: 21ST CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, PROCEEDINGS | 2009年
关键词：
Multi-objective optimization; NSGA-II; Parallel genetic algorithm; Individual migration; Individual update;
D O I：
10.1109/CCDC.2009.5192490
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Based on the combination of NSGA-II algorithm and parallel genetic algorithm, this paper presents a parallel genetic algorithm for multi-objective optimization (PNSGA). At the evolving process of this new algorithm, an individual migration to improve the parallel searching speed is applied to improve the efficiency of this algorithm and the accuracy of Pareto optimal set; at the same time, an individual update strategy is introduced to keep the diversity of Pareto optimal set. Data show that the Pareto optimal solutions or the solution candidates output by PNSGA that are scattered extensively and uniformly.
引用
收藏
页码：3497 / 3501
页数：5
相关论文
共 50 条
  • [41] Multi-objective Optimization on Helium Liquefier Using Genetic Algorithm
    Wang, H. R.
    Xiong, L. Y.
    Peng, N.
    Meng, Y. R.
    Liu, L. Q.
    26TH INTERNATIONAL CRYOGENIC ENGINEERING CONFERENCE & INTERNATIONAL CRYOGENIC MATERIALS CONFERENCE 2016, 2017, 171
  • [42] Application of Genetic Algorithm to Multi-objective Optimization in LNA Design
    Prasad, Ankur
    Roy, Mousumi
    Biswas, Animesh
    George, Danielle
    2010 ASIA-PACIFIC MICROWAVE CONFERENCE, 2010, : 362 - 365
  • [43] Random niched Pareto genetic algorithm for multi-objective optimization
    Lei Xiu-juan
    Shi Zhong-ke
    Gao Jin-chao
    Bi Ye
    Hu Xiao-nan
    Proceedings of 2005 Chinese Control and Decision Conference, Vols 1 and 2, 2005, : 1672 - 1675
  • [44] Improved Genetic Algorithm of Multi-objective Structure Fuzzy Optimization
    Lai, Yinan
    Lai, Mingzhu
    You, Bindi
    Dimitrov, Todorov Georgi
    FIFTH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, VOL 1, PROCEEDINGS, 2008, : 306 - 310
  • [45] Multi-objective Optimization of Warehouse System Based on the Genetic Algorithm
    Wu, Ting
    Wang, Hao
    Yuan, Zhe
    INTERNET AND DISTRIBUTED COMPUTING SYSTEMS, IDCS 2016, 2016, 9864 : 206 - 213
  • [46] Multi-objective genetic algorithm for the optimization of a PV system arrangement
    Freitas, S.
    Serra, F.
    Brito, M. C.
    PROCEEDINGS OF THE ISES SOLAR WORLD CONFERENCE 2015, 2015, : 420 - 426
  • [47] Multi-objective highway alignment optimization using a genetic algorithm
    Maji, Avijit
    Jha, Manoj K.
    Journal of Advanced Transportation, 2009, 43 (04): : 481 - 504
  • [48] Application of the genetic algorithm to the multi-objective optimization of air bearings
    Wang, NZ
    Chang, YZ
    TRIBOLOGY LETTERS, 2004, 17 (02) : 119 - 128
  • [49] Multi-objective optimization scheme using Pareto Genetic Algorithm
    Qin, YT
    Ma, LH
    ICCC2004: PROCEEDINGS OF THE 16TH INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATION VOL 1AND 2, 2004, : 1754 - 1757
  • [50] MULTI-OBJECTIVE STRUCTURAL OPTIMIZATION - A REVIEW OF THE GENETIC ALGORITHM METHODS
    Zamarin, Albert
    Jelovica, Jasmin
    Hadjina, Marko
    ENGINEERING REVIEW, 2009, 29 (02) : 87 - 100
12345