Methodology Proposal for Multicriteria Optimization Using NSGA-II in Industrial Applications

被引:0
|
作者
Castro, A. O. [1 ]
Bezerra, U. H. [1 ]
Leite, J. C. [2 ]
Azevedo, M. S. S. [2 ]
机构
[1] ITEC Fed Univ Para, UFPA, Post Grad Program Elect Engn, PPGEE, Augusto Correa Ave 01, BR-66075110 Belem, Para, Brazil
[2] Galileo Technol Inst Amazon ITEGAM, BR-69073270 Manaus, Amazonas, Brazil
来源
2014 11TH IEEE/IAS INTERNATIONAL CONFERENCE ON INDUSTRY APPLICATIONS (INDUSCON) | 2014年
关键词
multicriteria optimization; chip mounter; nonsorting genetic algorithm; objective function;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The optimization problems of industrial process attracted many researches since the early 90's of the last century. The production volume increase, lifespan shorten of the products and technological advances pushed the industries to seek for low cost and quick implementation solutions. One of the processes that became the core for increasing the sales volumes was the Surface Mount Technology - SMT composed by printing, automated chip mounting and reflow which replaced the Through Hole Technology - THT. This paper formulated a new point of view for modular chip mounters based on the already known feeder assignment problem and head motion problem applying the global optimization using the nonsorting dominance genetic algorithm the NSGAII in regard of the total cycle time reduction. The modeling of the fitness functions were presented and the multi criteria optimization tool was described using the machine functions and constraints. The same method could be applied to describe other type of machines to support future research.
引用
收藏
页数:8
相关论文
共 50 条
  • [31] Optimization of CFRP pultrusion process with NSGA-II and ANN
    Chen, Xingkai
    Jiang, Bingyan
    Zhou, Zhou
    MATERIALS PROCESSING TECHNOLOGY II, PTS 1-4, 2012, 538-541 : 2705 - +
  • [32] Modeling of Gelcast Ceramics using GP and Multi Objective Optimization using NSGA-II
    Punugupati, Gurabvaiah
    Kandi, Kishore Kumar
    Bose, P. S. C.
    Rao, C. S. P.
    MATERIALS TODAY-PROCEEDINGS, 2017, 4 (08) : 8576 - 8586
  • [33] Multiobjective Topology Optimization Based on Mapping Matrix and NSGA-II for Switched Industrial Internet of Things
    Li, Jielin
    Chen, Ming
    IEEE INTERNET OF THINGS JOURNAL, 2016, 3 (06): : 1235 - 1245
  • [34] Scheduling optimization of a flexible manufacturing system using a modified NSGA-II algorithm
    Nidhiry, N. M.
    Saravanan, R.
    ADVANCES IN PRODUCTION ENGINEERING & MANAGEMENT, 2014, 9 (03): : 139 - 151
  • [35] Portfolio Optimization of Financial Returns Using Fuzzy Approach with NSGA-II Algorithm
    Sirisrisakulchai, Jirakom
    Autchariyapanitkul, Kittawit
    Harnpornchai, Napat
    Sriboonchitta, Songsak
    JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2015, 19 (05) : 619 - 623
  • [36] Constrained grinding optimization for time, cost, and surface roughness using NSGA-II
    Mohammad Hadi Gholami
    Mahmood Reza Azizi
    The International Journal of Advanced Manufacturing Technology, 2014, 73 : 981 - 988
  • [37] Exergetic Optimization of Shell-and-Tube Heat Exchangers Using NSGA-II
    Hajabdollahi, Hassan
    Ahmadi, Pouria
    Dincer, Ibrahim
    HEAT TRANSFER ENGINEERING, 2012, 33 (07) : 618 - 628
  • [38] Optimization of TIG Welding Parameters for the 202 Stainless Steel Using NSGA-II
    Sharma, Neeraj
    Abduallah, Wathiq Sleam
    Garg, Manish
    Gupta, Rahul Dev
    Khanna, Rajesh
    Sharma, Rakesh Chandmal
    JOURNAL OF ENGINEERING RESEARCH, 2020, 8 (04): : 206 - 221
  • [39] Multisystem of Material Handling for Shipyard Facility Layout Optimization Using NSGA-II
    Gunawan
    Pambudi, Ghulam Tulus
    Utomo, Allesandro Setyo Anggito
    JOURNAL OF MARINE SCIENCE AND APPLICATION, 2025,
  • [40] Constrained grinding optimization for time, cost, and surface roughness using NSGA-II
    Gholami, Mohammad Hadi
    Azizi, Mahmood Reza
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2014, 73 (5-8): : 981 - 988