A hybrid discrete particle swarm optimization for dual-resource constrained job shop scheduling with resource flexibility

被引：2
作者：
Jing Zhang
Wanliang Wang
Xinli Xu
机构：
[1] Zhejiang Police College,Department of Computer and Information Technology
[2] Zhejiang University of Technology,College of Computer Science and Technology
来源：
Journal of Intelligent Manufacturing | 2017年 / 28卷
关键词：
Particle swarm optimization; Simulated annealing; Dual-resource constraint; Resource flexibility;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
In this paper, a novel hybrid discrete particle swarm optimization algorithm is proposed to solve the dual-resource constrained job shop scheduling problem with resource flexibility. Particles are represented based on a three-dimension chromosome coding scheme of operation sequence and resources allocation. Firstly, a mixed population initialization method is used for the particles. Then a discrete particle swarm optimization is designed as the global search process by taking the dual-resources feature into account. Moreover, an improved simulated annealing with variable neighborhoods structure is introduced to improve the local searching ability for the proposed algorithm. Finally, experimental results are given to show the effectiveness of the proposed algorithm.
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页码：1961 / 1972
页数：11
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[21]  
Hammadi S(2013)Performance evaluation of proposed differential evolution and particle swarm optimization algorithms for scheduling m-machine flow shops with lot streaming Journal of Intelligent Manufacturing 24 175-191
[22]  
Katherasan D(2012)An effective artificial bee colony algorithm for the flexible job-shop scheduling problem International Journal of Advanced Manufacturing Technology 60 303-315
[23]  
Elias J(2005)An effective hybrid optimization approach for multi-objective flexible job-shop scheduling problems Computers & Industrial Engineering 48 409-425
[24]  
Sathiya P(2011)Recent developments in dual resource constrained (DRC) system research European Journal of Operational Research 215 309-318
[25]  
Haq AN(2010)Flexible job-shop scheduling with parallel variable neighborhood search algorithm Expert Systems with Applications 37 678-687
[26]  
Kirkpatrick S(2006)Particle swarm optimization for resource-constrained project scheduling International Journal of Project Management 24 83-92
[27]  
Gelatt CD(2010)A divide-and-conquer strategy with particle swarm optimization for the job shop scheduling problem Engineering Optmization 42 641-670
[28]  
Vecchi MP(2012)Hybrid particle-swarm optimization for multi-objective flexible job-shop scheduling problem Control Theory & Applications 29 715-722
[29]  
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