A Multi-objective Genetic Algorithm based on Nearest Neighbor Method

被引:0
作者
Li Wenbin [1 ]
Yin Cheng [1 ]
机构
[1] Hunan Inst Sci & Technol, Sch Informat & Commun Engn, Yueyang, Peoples R China
来源
2013 FOURTH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS DESIGN AND ENGINEERING APPLICATIONS | 2013年
关键词
component; multi-objective optimization; nearest neighbor method; non-dominated set;
D O I
10.1109/ISDEA.2013.411
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Aiming at the practical engineering problems, when the multi-objective problem known a few of the optimization solutions, often need to be in a region search the relatively dense Pareto solution set for problems. This paper puts forward a multi-objective genetic algorithm based on the nearest neighbor method, the optimal solution of the known information added to the initial sample space, use the nearest neighbor method to identify individual belongs evolution Pareto dominant set, guide evolution direction. Simulation results show that the algorithm in the particular area showed very good local search ability, and can search for a scattered distribution of Pareto optimal solution subset.
引用
收藏
页码:19 / 22
页数:4
相关论文
共 8 条
  • [1] A fast and elitist multiobjective genetic algorithm: NSGA-II
    Deb, K
    Pratap, A
    Agarwal, S
    Meyarivan, T
    [J]. IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2002, 6 (02) : 182 - 197
  • [2] Deb K., 2011, KanGAL report No. 2011003
  • [3] Guo G., 2012, 2012 INT C INT SYST
  • [4] Knowles J., 1999, P 1999 C EV COMP CEC, V1, P98, DOI DOI 10.1109/CEC.1999.781913
  • [5] Theodoridis S, 2009, PATTERN RECOGNITION, 4RTH EDITION, P1
  • [6] Approach of constructing multi-objective Pareto optimal solutions using arena's principle
    Zheng, Jin-Hua
    Jiang, Hao
    Kuang, Da
    Shi, Zhong-Zhi
    [J]. Ruan Jian Xue Bao/Journal of Software, 2007, 18 (06): : 1287 - 1297
  • [7] Multiobjective evolutionary algorithms: A survey of the state of the art
    Zhou, Aimin
    Qu, Bo-Yang
    Li, Hui
    Zhao, Shi-Zheng
    Suganthan, Ponnuthurai Nagaratnam
    Zhang, Qingfu
    [J]. SWARM AND EVOLUTIONARY COMPUTATION, 2011, 1 (01) : 32 - 49
  • [8] Zitzler E., 2001, P 5 C EV METH DES OP, P95, DOI DOI 10.3929/ETHZ-A-004284029