A hybrid genetic algorithm with two-stage dispatching heuristic for a machine scheduling problem with step-deteriorating jobs and rate-modifying activities

被引:24
作者
Chung, Byung Do [1 ]
Kim, Byung Soo [2 ]
机构
[1] Yonsei Univ, Dept Informat & Ind Engn, 50 Yonsei Ro, Seoul 120749, South Korea
[2] Incheon Natl Univ, Dept Ind & Management Engn, 119 Acad Ro, Inchon 406772, South Korea
基金
新加坡国家研究基金会;
关键词
Scheduling; Step-deterioration; RMAs; Dispatching heuristic; Genetic algorithms; DECREASING PROCESSING TIMES; DEPENDENT SETUP TIMES; DUE-WINDOW ASSIGNMENT; TOTAL COMPLETION-TIME; SINGLE-MACHINE; LINEAR DETERIORATION; MAINTENANCE ACTIVITY; MINIMIZE MAKESPAN;
D O I
10.1016/j.cie.2016.05.028
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This article is concerned with a single machine scheduling problems that integrate by step-deterioration along with multiple rate-modifying activities (RMAs). The actual processing time of a job is defined by a step function of its starting time and a specific deterioration threshold. The starting rate of the actual processing time of jobs is restored through the application of RMAs, which recover the original processing time. In this scheduling environment, we simultaneously determine the schedule of step-deteriorating jobs and the number and positions of RMAs to minimize the makespan. We derive a mixed integer programming model to obtain the optimal solution and propose a hybrid genetic algorithm with a two-stage dispatching heuristic represented by a simple chromosome. The performance of the proposed genetic algorithm (GA) is compared with GAs with two types of chromosome representations using randomly generated test instances. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:113 / 124
页数:12
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