Optimisation of fault-tolerant fabric-cutting schedules using genetic algorithms and fuzzy set theory

被引:38
|
作者
Mok, P. Y.
Kwong, C. K. [1 ]
Wong, W. K.
机构
[1] Hong Kong Polytech Univ, Dept Ind & Syst Engn, Kowloon, Hong Kong, Peoples R China
[2] Hong Kong Polytech Univ, Inst Text & Clothing, Kowloon, Hong Kong, Peoples R China
关键词
genetic algorithms; fuzzy set theory; parallel machine scheduling; fabric cutting;
D O I
10.1016/j.ejor.2005.12.021
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
in apparel industry, manufacturers developed standard allowed minutes (SAMs) databases on various manufacturing operations in order to facilitate better scheduling, while effective production schedules ensure smoothness of downstream operations. As apparel manufacturing environment is fuzzy and dynamic, rigid production schedules based on SAMs become futile in the presence of any uncertainty. In this paper, a fuzzification scheme is proposed to fuzzify the static standard time so as to incorporate some uncertainties, in terms of both job-specific and human related factors, into the fabric-cutting scheduling problem. A genetic optimisation procedure is also proposed to search for fault-tolerant schedules using genetic algorithms, such that makespan and scheduling uncertainties are minimised. Two sets of real production data were collected to validate the proposed method. Experimental results indicate that the genetically optimised fault-tolerant schedules not only improve the operation performance but also minimise the scheduling risks. (c) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码:1876 / 1893
页数:18
相关论文
共 50 条
  • [21] Fault-tolerant network classification in multisensors using coding theory
    Wang, TY
    Han, YS
    Varshney, PK
    FUSION 2003: PROCEEDINGS OF THE SIXTH INTERNATIONAL CONFERENCE OF INFORMATION FUSION, VOLS 1 AND 2, 2003, : 772 - 779
  • [22] Fault-tolerant traction system control using fuzzy inference modelling
    Lopez, CJ
    Patton, RJ
    Daley, S
    ON-LINE FAULT DETECTION AND SUPERVISION IN THE CHEMICAL PROCESS INDUSTRIES 1998, 1998, : 137 - 142
  • [23] Synthesizing Round Based Fault-Tolerant Programs Using Genetic Programming
    Zhu, Ling
    Kulkarni, Sandeep
    STABILIZATION, SAFETY, AND SECURITY OF DISTRIBUTED SYSTEMS, SSS 2013, 2013, 8255 : 370 - 372
  • [24] Evolving simple fault-tolerant routing rules using genetic programming
    Shami, SH
    Kirkwood, IMA
    Sinclair, MC
    ELECTRONICS LETTERS, 1997, 33 (17) : 1440 - 1441
  • [25] Fault-tolerant routing in hypercubes using partial path set-up
    Xiang, D
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF GRID COMPUTING THEORY METHODS AND APPLICATIONS, 2006, 22 (07): : 812 - 819
  • [26] A Fault-Tolerant Inverter Using a New Fuzzy-Based Detection Algorithm
    Mohapatra S.
    Panigrahi B.P.
    Journal of The Institution of Engineers (India): Series B, 2025, 106 (2) : 437 - 457
  • [27] FAULT-TOLERANT RECONFIGURABLE CONTROL FOR MIMO SYSTEMS USING ONLINE FUZZY IDENTIFICATION
    Qi, Ruiyun
    Zhu, Limeng
    Jiang, Bin
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2013, 9 (10): : 3915 - 3928
  • [28] Fault-tolerant Control of Nonlinear System Using Credit Assign Fuzzy CMAC
    ZHU DaQi KONG Min Research Centre of Control Science and Engineering Southern Yangtze University Wuxi
    自动化学报, 2006, (03) : 329 - 336
  • [29] Fault-tolerant routing and multicasting in hypercubes using a partial path set-up
    Xiang, D
    Chen, A
    Sun, JG
    PARALLEL COMPUTING, 2005, 31 (3-4) : 389 - 411
  • [30] Synthesis of Fault-Tolerant Embedded Systems Using Games: From Theory to Practice
    Cheng, Chih-Hong
    Ruess, Harald
    Knoll, Alois
    Buckl, Christian
    VERIFICATION, MODEL CHECKING, AND ABSTRACT INTERPRETATION, 2011, 6538 : 118 - +