Minimization of completion time variance in flowshops using genetic algorithms

被引:0
|
作者
Chaudhry, Imran Ali [1 ]
Elbadawi, Isam A-Q [1 ]
Rafique, Amer Farhan [2 ]
Boudjemline, Attia [1 ]
Boujelbene, Mohamed [1 ]
Usman, Muhammed [3 ]
Aichouni, Mohamed [1 ]
机构
[1] Univ Hail, Dept Ind Engn, Coll Engn, Hail, Saudi Arabia
[2] King Abdulaziz Univ, Dept Aerosp Engn, Coll Engn, Jeddah, Saudi Arabia
[3] Univ Coll Dublin, Coll Engn, Dublin, Ireland
关键词
Completion time variance (CTV); Flow shop; genetic algorithms; scheduling; spreadsheet; COLONY OPTIMIZATION ALGORITHM; SINGLE-MACHINE; SCHEDULING PROBLEM; FLOW TIME; SEARCH; BRANCH; SYSTEM; MODEL; JOBS;
D O I
10.23967/j.rimni.2022.05.002
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The majority of the flowshop scheduling literature focuses on regular performance measures like makespan, flowtime etc. In this paper a flowshop scheduling problem is addressed where the objective is to minimize completion time variance (CTV). CTV is a nonregular performance measure that is closely related to just-in-time philosophy. A Microsoft Excel spreadsheet-based genetic algorithm (GA) is proposed to solve the problem. The proposed GA methodology is domain-independent and general purpose. The flowshop model is developed in the spreadsheet environment using the built-in formulae and function. Addition of jobs and machines can be catered for without the change in the basic GA routine and minimal change to the spreadsheet model. The proposed methodology offers an easy to handle framework whereby the practitioners can implement a heuristicbased optimization tool with the need for advanced programming tools. The performance of the proposed methodology is compared to previous studies for benchmark problems taken from the literature. Simulation experiments demonstrate that the proposed methodology solves the benchmark problems efficiently and effectively with a reasonable accuracy. The solutions are comparable to previous studies both in terms of computational time and solution quality.
引用
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页数:8
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