Multi-objective Decision and Optimization of Process Routing Based on Genetic Algorithm(GA)

被引:6
|
作者
Fan, ShunCheng [1 ]
Wang, JinFeng [1 ]
机构
[1] Hebei Univ Technol Tianjin, Sch Mech Engn, Tianjin, Peoples R China
关键词
Computer aided process planning(CAPP); Process routing; Genetic algorithm; Optimization;
D O I
10.4028/www.scientific.net/AMR.457-458.1494
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Based on the previous research on decision and optimization of process routing,this paper analyzes the characteristic of process knowledge, establishes the representation methods of process knowledge based on feature. According to the constraints mong process knowledge, decision space of process routing based on process constraints is constructed which improved search efficiency of GA. In allusion to the uncertainty of decision of process routing, the multi-objective optimization function is established, and GA is applied to decision and optimization of process routing. Process routing is optimized using the reasonable coding strategy,objective function, crossover and mutation algorithm. An case is offered to illustrate the process of decision and optimization of process routing based on GA.
引用
收藏
页码:1494 / 1498
页数:5
相关论文
共 50 条
  • [21] Multi-objective genetic algorithm for the optimization of road surface cleaning process
    Chen J.
    Gao D.-M.
    [J]. Journal of Zhejiang University-SCIENCE A, 2006, 7 (8): : 1416 - 1421
  • [22] Genetic Algorithm for Multi-objective Vehicle Routing Problem
    Qi Yifei
    Jiang Tingting
    Wang Wenwen
    [J]. 2010 INTERNATIONAL CONFERENCE ON ENGINEERING COMPUTATION (ICEC 2010), 2010, : 96 - 99
  • [23] Multi-objective Optimization of Warehouse System Based on the Genetic Algorithm
    Wu, Ting
    Wang, Hao
    Yuan, Zhe
    [J]. INTERNET AND DISTRIBUTED COMPUTING SYSTEMS, IDCS 2016, 2016, 9864 : 206 - 213
  • [24] Multi-objective genetic algorithm based on improved chaotic optimization
    Wang, Rui-Qi
    Zhang, Cheng-Hui
    Li, Ke
    [J]. Kongzhi yu Juece/Control and Decision, 2011, 26 (09): : 1391 - 1397
  • [25] Multi-objective Optimization of Automobile Powertrain Based on Genetic Algorithm
    Chang Min
    Zhu Hua
    [J]. 2012 2ND INTERNATIONAL CONFERENCE ON APPLIED ROBOTICS FOR THE POWER INDUSTRY (CARPI), 2012, : 499 - 501
  • [26] LEO multi-service routing algorithm based on multi-objective decision making
    [J]. 1600, Editorial Board of Journal on Communications (37):
  • [27] A genetic algorithm for unconstrained multi-objective optimization
    Long, Qiang
    Wu, Changzhi
    Huang, Tingwen
    Wang, Xiangyu
    [J]. SWARM AND EVOLUTIONARY COMPUTATION, 2015, 22 : 1 - 14
  • [28] Genetic algorithm for multi-objective experimental optimization
    Link, Hannes
    Weuster-Botz, Dirk
    [J]. BIOPROCESS AND BIOSYSTEMS ENGINEERING, 2006, 29 (5-6) : 385 - 390
  • [29] Multi-objective optimization with improved genetic algorithm
    Ishibashi, H
    Aguirre, HE
    Tanaka, K
    Sugimura, T
    [J]. SMC 2000 CONFERENCE PROCEEDINGS: 2000 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN & CYBERNETICS, VOL 1-5, 2000, : 3852 - 3857
  • [30] An improved genetic algorithm for multi-objective optimization
    Lin, F
    He, GM
    [J]. PDCAT 2005: Sixth International Conference on Parallel and Distributed Computing, Applications and Technologies, Proceedings, 2005, : 938 - 940