Multi-objective optimisation of dynamic scheduling in robotic flexible assembly cells via fuzzy-based Taguchi approach

被引:23
作者
Abd, Khalid [1 ,2 ]
Abhary, Kazem [2 ]
Marian, Romeo [2 ]
机构
[1] Univ Technol Baghdad, Sch Ind Engn, Baghdad, Iraq
[2] Univ South Australia, Sch Engn, Adelaide, SA 5095, Australia
关键词
Taguchi's method; Fuzzy logic; Scheduling; Robotics; Assembly cells; DEPENDENT SETUP TIMES; SIMULATION; DESIGN; SYSTEMS; SHOP; FMS; ENVIRONMENT; FRAMEWORK;
D O I
10.1016/j.cie.2016.07.028
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper presents Taguchi method coupled with fuzzy logic for dealing with multi-objective optimisation problems for dynamic scheduling in robotic flexible assembly cells (RFACs). This is the first study to address these particular problems. In this study, Taguchi optimisation method has been applied to reduce the number of experiments required for scheduling RFACs. The experiments are implemented with four different scheduling factors, namely sequencing rule, dispatching rule, cell utilisation and due date tightness. These factors are difficult to optimise considering the objectives of multiple functions instead of a single objective. Therefore, a multiple performance characteristics index (MPCI) based fuzzy logic approach has been developed to derive the optimal solution. The predicted results of MPCIs have been verified via a confirmation test. Results of the confirmation test show significant improvement in MPCI using the optimal levels of the scheduling factors. Crown Copyright (C) 2016 Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:250 / 259
页数:10
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