A goal programming embedded genetic algorithm for multi-objective manufacturing cell design

被引:0
|
作者
Chaudhuri B. [1 ]
Jana R.K. [2 ]
Sharma D.K. [3 ]
Dan P.K. [4 ]
机构
[1] Department of Business Management, Indian Institute of Social Welfare and Business Management
[2] Indian Institute of Management Raipur, GEC Campus, Sejbahar
[3] Department of Business, Management and Accounting, University of Maryland Eastern Shore, Princess Anne, 21853, MD
[4] Rajendra Mishra School of Engineering Entrepreneurship, Indian Institute of Technology, Kharagpur, WB
关键词
Genetic algorithm; Goal programming; Manufacturing cell design; Multi-objective optimisation;
D O I
10.1504/IJADS.2019.096562
中图分类号
学科分类号
摘要
In this paper, a multi-objective manufacturing cell design problem is studied. A goal programming (GP) embedded real-coded genetic algorithm (GA) is designed for solving this problem. Initially, the GA is used to obtain the individual minimum of each objective. Thereafter, utilising the concepts of GP, an equivalent problem is derived, and the sum of deviation variables associated with the objectives are minimised. The GA is used further to obtain the optimal cell design. A software toolkit is developed based on the proposed technique using C Sharp.net to ensure its use in a larger scale. The effectiveness of the technique is judged based on a set of test problems of different sizes. The proposed technique is found to be better in terms of the performance measure over the existing ones. Copyright © 2019 Inderscience Enterprises Ltd.
引用
收藏
页码:98 / 114
页数:16
相关论文
共 50 条
  • [31] A preemptive goal programming for multi-objective cooperative games: an application to multi-objective linear production
    Nan, Jiangxia
    Wei, Lixiao
    Li, Dengfeng
    Zhang, Maojun
    INTERNATIONAL TRANSACTIONS IN OPERATIONAL RESEARCH, 2024, 31 (04) : 2427 - 2445
  • [32] Fuzzy goal programming algorithm for solving decentralized bi-level multi-objective programming problems
    Baky, Ibrahim A.
    FUZZY SETS AND SYSTEMS, 2009, 160 (18) : 2701 - 2713
  • [33] Bi-level multi-objective programming problem with fuzzy demands: A fuzzy goal programming algorithm
    Baky I.A.
    Eid M.H.
    El Sayed M.A.
    OPSEARCH, 2014, 51 (2) : 280 - 296
  • [34] Support vector regression based on goal programming and multi-objective programming
    Nakayama, Hirotaka
    Yun, Yeboon
    2006 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORK PROCEEDINGS, VOLS 1-10, 2006, : 1156 - +
  • [35] Fuzzy Goal Programming Algorithm for Multi-Objective Trajectory Optimal Parking of Autonomous Vehicles
    Zhang, Gaochang
    Chai, Senchun
    Chai, Runqi
    Garcia, Marcos
    Xia, Yuanqing
    IEEE TRANSACTIONS ON INTELLIGENT VEHICLES, 2024, 9 (01): : 1909 - 1918
  • [36] Application of a Revised Multi-Objective Genetic Algorithm to Parameters Optimization of a Solar Cell Manufacturing Process
    Hou, Tung-Hsu
    Lin, Kong-Yu
    Lin, Cecilia
    2013 NINTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION (ICNC), 2013, : 412 - 417
  • [37] On the fuzzy multi-objective linear programming problem: Goal programming approach
    Kuwano, H
    FUZZY SETS AND SYSTEMS, 1996, 82 (01) : 57 - 64
  • [38] 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
  • [39] A multi-objective genetic algorithm for the design of pressure swing adsorption
    Fiandaca, Giovanna
    Fraga, Eric S.
    Brandani, Stefano
    ENGINEERING OPTIMIZATION, 2009, 41 (09) : 833 - 854
  • [40] Applications of a multi-objective genetic algorithm to engineering design problems
    Andersson, J
    EVOLUTIONARY MULTI-CRITERION OPTIMIZATION, PROCEEDINGS, 2003, 2632 : 737 - 751