期刊文献+

基于成本的Flowshop调度优化模型及算法研究

Research on Scheduling Optimization Model and Algorithm For Cost-Driven Flowshop
下载PDF
导出
摘要 提出了一种基于成本的Flowshop调度问题的数学模型。该模型考虑影响调度决策的各种成本,如生产切换费用、机器空闲造成的损失、工件提前或拖期完工造成的损失等。在此基础上提出了一种基于人工免疫算法和模拟退火的混合智能算法,该算法利用人工免疫算法的全局搜索能力以及模拟退火的局部搜索能力来搜索全局最优解。仿真实验表明了模型的可行性和算法的有效性。 A cost-driven model of flowshop scheduling problem (FSP) is established. The cost model is developed in terms of a combination of multi-dimensional costs generated from product transitions, revenue loss, and earliness/tardiness penalty, etc. On the basis of the model, a new algorithm which combines the artificial immune algorithm and simulated annealing with strong local search ability is put forward. This algorithm can search global optimization by use of strong global search ability of artificial immune algorithm with strong local search ability of simulated annealing. The experimental simulation tests prove the reliability of the model and the effectiveness the algorithm.
出处 《山东交通学院学报》 CAS 2011年第4期76-81,86,共7页 Journal of Shandong Jiaotong University
基金 山东省自然科学基金资助项目(ZR2010FQ009)
关键词 成本优化 Flowshop调度问题 人工免疫算法 模拟退火 cost-driven flowshop scheduling problem artificial immune algorithm simulated annealing
  • 相关文献

参考文献11

  • 1Garey M R, Johnson D S, Sethi R. The Complexity of Flowshop and Jobshop Scheduling [J]. Mathematics of Operations Research, 1976, 1 (2) : 117 -129. 被引量:1
  • 2Ignall E, Schrage L. Application of the Branch and Bound Technique to Some Flowshop Scheduling Problems [ J]. Operations Research ; 1965, 13(3) : 400 -412. 被引量:1
  • 3Lawler E L , Lenstra J K, Rinnooy Kan A H G. A General Bounding Scheme For the Permutation Flowshop Problem [ J]. Operations Research, 978, 26(1) : 53-67. 被引量:1
  • 4王凌..车间调度及其遗传算法[M],2003.
  • 5Nearchou A C. Flow-Shop Sequencing Using Hybrid Simulated Annealing [ J ]. Journal of Intelligent Manufacturing, 2004, 15 ( 3 ) : 317 - 328. 被引量:1
  • 6Liu B, Wang L, Jin Y H. An Effective PSO-Based Memetic Algorithm for Flowshop SCheduling [ J ]. IEEE Transactions on System: Man and Cybernetics, 2007, 37 (1):18-27. 被引量:1
  • 7陈得宝,赵春霞.一种改进的自适应免疫进化规划方法及其应用[J].系统仿真学报,2006,18(5):1147-1150. 被引量:10
  • 8I Chandrasekaran M, Asokan P. Solving Job Shop Scheduling Problems Using Artificial Immune System [ J ]. International Journal of Advanced Manufacturing Technology, 2006, 31 (5 - 6) : 580 - 593. 被引量:1
  • 9高洪元,刁鸣,王冰.基于免疫克隆选择算法的多用户检测技术研究[J].系统仿真学报,2007,19(5):983-986. 被引量:6
  • 10De Castro L N, Von Zuben F J. Learning and Optimization Using the Clonal Selection Principle [ J ]. IEEE Transactions on Evolutionary Computation Special Issue on Artificial Immune System, 2002, 6 (3) : 239 -251. 被引量:1

二级参考文献26

  • 1杨红孺,高洪元,庞伟正,张中兆.基于离散粒子群优化算法的多用户检测器[J].哈尔滨工业大学学报,2005,37(9):1303-1306. 被引量:21
  • 2刑文训.现代优化计算方法[M].北京:清华大学出版社,1999.. 被引量:44
  • 3Chelouah R, Siarry P. Tabu Search Applied to Global Optimization [J]. European Journal of Operational Research, 2000, 123: 256-270. 被引量:1
  • 4Glover F, Kelly J P, Laguna M. Genetic Algorithms and Tabu Search:Hybrids for Optimization [J]. Computers and Operations Research, 1995, 22(1): 111-134. 被引量:1
  • 5Wong K P, Wong Y W. Combined Cenetic Algorithm/Simulated Annealing/Fuzzy Set Approach to Short-term Generation Scheduling with Take-or-pay Fuel Contract [J]. IEEE Trans on Power Systems, 1996, 11(1): 128-136. 被引量:1
  • 6Khan Z, Prasad B, Singh T. Machining Condition Optimization by Genetic Algorithms and Simulated Annealing [J]. Computers Ops Res, 1997, 7(24): 647-657. 被引量:1
  • 7Tan-Has T, Chang W. A hybrid Strategy for Gilbert's Channel Characterization Using Gradient and Annealing Techniques [J]. Int J of system Science, 1998, 29(6): 579-585. 被引量:1
  • 8Wang Y, Achenie L E K. A Hybrid Global Optimization Approach for Solvent Design [J]. Computers and Chemical Engineering, 2002, 26: 1415-1425. 被引量:1
  • 9X.Hue.Genetic algorithms for optimization:Background and applications[M].Edinburgh parallel computing center.Univ.Edinburgh Scotand VER 1.0,FEB.1997. 被引量:1
  • 10Y H Joo,H S Hwang,K B Kin,K B Woo.Linguistic model identification for fuzzy system[J].Electron Lett.(S0013-5194),1995,31(4):330-331. 被引量:1

共引文献19

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部