Simultaneous minimization of total tardiness and waiting time variance on a single machine by genetic algorithms

被引:0
|
作者
Maghsoud Amiri
Laya Olfat
Mehdi Keshavarz Ghorabaee
机构
[1] Allame Tabataba’i University,Management and Accounting Faculty, Department of Industrial Management
来源
The International Journal of Advanced Manufacturing Technology | 2014年 / 72卷
关键词
Bicriteria scheduling; Single machine; Genetic algorithms; Total tardiness; Waiting time variance;
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学科分类号
摘要
This paper considers a single machine scheduling problem, with the objective of minimizing a linear combination of total tardiness and waiting time variance in which the idle time is not allowed. Minimizing total tardiness is always regarded as one of the most significant performance criteria in practical systems to avoid penalty costs of tardiness, and waiting time variance is an important criterion in establishing quality of service (QoS) in many systems. Each of these criteria is known to be non-deterministic polynomial-time hard (NP-hard); therefore, the linear combination of them is NP-hard too. For this problem, we developed a genetic algorithm (GA) by applying its general structure that further improves the initial population, utilizing some of heuristic algorithms. The GA is shown experimentally to perform well by testing on various instances.
引用
收藏
页码:439 / 446
页数:7
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