Multi-Objective Optimization for Inspection Planning Using NSGA-II

被引：0
|
作者：
Asadollahi-Yazdi, E. [1 ,2 ]
Hassan, A. [1 ]
Siadat, A. [1 ]
Dantan, J. Y. [1 ]
Azadeh, A. [2 ]
Keramati, A. [2 ]
机构：
[1] Arts & Metiers Paris Tech, CER Metz, LCFC, Metz, France
[2] Univ Tehran, Sch Ind Engn, Coll Engn, Tehran, Iran
来源：
2015 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT (IEEM) | 2015年
关键词：
Inspection planning; multi-objective optimization; NSGA-II; ALGORITHM; MODEL;
D O I：
暂无
中图分类号：
T [工业技术];
学科分类号：
08 ;
摘要：
This paper deals with proposing an inspection plan framework for serial manufacturing system with multiple objectives. The proposed framework supports decision making during Monitoring Inspection (MI) and Conformity Inspection (CI) design. It provides a multiobjective mathematical model to find the optimal inspection plan by considering the location, the type of inspection (MI and CI) and the frequency of the inspection as decision variables. The objective functions in this model are formulated to minimize both manufacturing cost and time. In order to solve the model, a non-dominated sorting genetic algorithm version II (NSGA-II) is used. To validate the proposed model and the solution approach, a numerical experiment is carried out on a real industrial case.
引用
收藏
页码：1422 / 1426
页数：5
相关论文
共 50 条
  • [1] A Sensitivity Analysis of Multi-objective Cooperative Planning Optimization Using NSGA-II
    Ben Yahia, Wafa
    Ayadi, Omar
    Masmoudi, Faouzi
    [J]. MULTIPHYSICS MODELLING AND SIMULATION FOR SYSTEMS DESIGN AND MONITORING, 2015, 2 : 327 - 337
  • [2] Multi-objective power distribution optimization using NSGA-II
    Jain, Kunal
    Gupta, Shashank
    Kumar, Divya
    [J]. INTERNATIONAL JOURNAL FOR COMPUTATIONAL METHODS IN ENGINEERING SCIENCE & MECHANICS, 2021, 22 (03): : 235 - 243
  • [3] Multi-objective optimization of a turbomachinery blade using NSGA-II
    Samad, Abdus
    Kim, Kwang-Yong
    Lee, Ki-Sang
    [J]. FEDSM 2007: PROCEEDINGS OF THE 5TH JOINT ASME/JSME FLUIDS ENGINEERING SUMMER CONFERENCE, VOL 2, PTS A AND B, 2007, : 885 - 891
  • [4] Multi-objective shape optimization of fin using IGA and NSGA-II
    Konatham, Raja Sekhar
    Chele, Rajesh
    Voruganti, Hari Kumar
    Gautam, Sachin Singh
    [J]. Journal of the Brazilian Society of Mechanical Sciences and Engineering, 2024, 46 (11)
  • [5] Multi-Objective Optimization of Interior Ballistic Performance Using NSGA-II
    Li, Kejing
    Zhang, Xiaobing
    [J]. PROPELLANTS EXPLOSIVES PYROTECHNICS, 2011, 36 (03) : 282 - 290
  • [6] Multi-objective Fuzzy Modeling Using NSGA-II
    Xing Zong-Yi
    Zhang Yong
    Hou Yuan-Long
    Cai Guo-Qiang
    [J]. 2008 IEEE CONFERENCE ON CYBERNETICS AND INTELLIGENT SYSTEMS, VOLS 1 AND 2, 2008, : 413 - +
  • [7] An Improved NSGA-II to Solve Multi-Objective Optimization Problem
    Fu, Yaping
    Huang, Min
    Wang, Hongfeng
    Jiang, Guanjie
    [J]. 26TH CHINESE CONTROL AND DECISION CONFERENCE (2014 CCDC), 2014, : 1037 - 1040
  • [8] A comprehensive survey on NSGA-II for multi-objective optimization and applications
    Ma, Haiping
    Zhang, Yajing
    Sun, Shengyi
    Liu, Ting
    Shan, Yu
    [J]. ARTIFICIAL INTELLIGENCE REVIEW, 2023, 56 (12) : 15217 - 15270
  • [9] A comprehensive survey on NSGA-II for multi-objective optimization and applications
    Haiping Ma
    Yajing Zhang
    Shengyi Sun
    Ting Liu
    Yu Shan
    [J]. Artificial Intelligence Review, 2023, 56 : 15217 - 15270
  • [10] Multi-objective optimization for materials design with improved NSGA-II
    Zhang, Peng
    Qian, Yiyu
    Qian, Quan
    [J]. MATERIALS TODAY COMMUNICATIONS, 2021, 28
12345