期刊文献+

多品种混合装配车间配料区物料摆放布局优化 被引量:3

Optimization of Warehouse Items Layout In a Mixed Assembly Workshop
下载PDF
导出
摘要 为了解决混合装配车间配料区的多品种物料摆放问题,提出了工人平均取料路径的概念,并以工人平均取料路径最短为目标,以配料区货架布局、货架容量等为约束条件,建立了以物料摆放位置为决策变量的数学模型。运用了改进的蚁群算法,该算法只允许至今最优解为蚁群搜索释放信息素。同时为了降低解的维度,采用二次解码方法对该问题进行求解。优化结果给出了不同货架物料摆放的布局。改进的蚁群算法具有比一般蚁群算法结果更优的特点。最后以某空调装配车间的配料区为实例,验证了该方法的有效性和可行性。 To solve the warehouse storage assignment problem with multiple materials in a mixed assembly workshop,the concept of labor's average routing path was put forward and a mathematical model was built to minimize the path. The position where the materials should be placed was as deci- sion variable. The warehouse layout and the storage rack capacity were as constraints. Heuristic algo- rithm based on ant colony system was used. At the same time, in order to reduce the dimension of the solution, the second decoding method was applied. The optimization results give the material storage assignment layout in different storage racks. Heuristic algorithm based on ant colony system is better than the general algorithm. Finally, the feasibility and effectiveness of the method was verified by the example of the picking area in an air--conditioner assembly workshop.
出处 《中国机械工程》 EI CAS CSCD 北大核心 2012年第22期2708-2714,共7页 China Mechanical Engineering
关键词 多品种混合装配车间 物料摆放布局 配料区 蚁群算法 mixed assembly workshop with multiple products warehouse items layout component picking area ant colony algorithm
  • 相关文献

参考文献11

  • 1Pan J O H , Wu Ming— Hung. A Study of StorageAssignment Problem for an Order Picking Line in aPick—and— pass Warehousing System[J].Comput-ers Industrial Engineering,2009?57(1) :261-268.
  • 2Petersen C G. An Evaluation of Order Picking Rou-ting Policies[J].International Journal of Operations&- Production Management,1997,17 (11): 1098 -1111.
  • 3Caron F, Marchet G,Perego A. Routing Policies andCOI—based Storage Policies in Picker — to — partSystems [ J].International Journal of ProductionEconomics,1998,36(3) :713-732.
  • 4Chiang D M H, Lin Chia—Ping,Chen Mu — Chen.The Adaptive Approach for Storage Assignment byMining Data of Warehouse Management System forDistribution Centers [J].Enterprise Information System,2011,5(2) :219-234.
  • 5Wu Qinghong, Zhang Ying, Ma Zongmin. Optimiza- tion of Storage Location Assignment for Fixed Rack Systems[J]. Web Information Systems and Mining, 2010,6318:29-35.
  • 6Hsieh Ling--Feng, Huang Yi--Chen. New Batch Construction Heuristics to Optimise the Perform- ante of Order Picking Systems[J].International Journal of Production Economics, 2011, 131 (2): 618-630.
  • 7Chew E P, Tang L C. Travel Time Analysis for General Item Location Assignment in A Rectangular Warehouse. European Journal of Operational Re- search, 1999,112(3) : 582-597.
  • 8Bynzer H,Johansson M I. Storage Location Assign- ment:Using the Product Structure to Reduce Order Picking Times[J]. International Journal of Production Economics, 1996,46/47(1) .. 595-603.
  • 9张航,罗熊.蚁群优化算法的研究现状及研究展望[J].信息与控制,2004,33(3):318-324. 被引量:29
  • 10段海滨,王道波,朱家强,黄向华.蚁群算法理论及应用研究的进展[J].控制与决策,2004,19(12):1321-1326. 被引量:211

二级参考文献43

  • 1McMullen P R. An ant colony optimization approach to addressing a JIT sequencing problem with multiple objectives [ J]. Artificial Intelligence in Engineering, 2001,15(3) :309 -317.
  • 2Coksmi A, Dorigo M, Maniezzo V, et al. Ant system for jobshop scheduling [J]. Belgian Journal Operations Research Statistic Computation Science, 1994,34 (11) :39 - 53.
  • 3Maniezzo V, Carbonaro A. An ant heuristic for the frequency assignment problem [ J ]. Future Generation Computer System,2000,16(8) :927 -935.
  • 4Gambardella L M, Dorigo M. Solving symmetric and asymmetric TSPs by ant colonies [ A]. Proceedings of the IEEE Conference on Evolutionary Computation [ C]. 1996. 622 -627.
  • 5Monarche N, Venturini G, Slimane M. On how pachycondylla apicalis ants suggests a new algorithm [ J ]. Future Generation Computer System, 2000,16 (8) :937 - 946.
  • 6Stutzle T, Hoos H H. MAX-MIN ant system [ J]. Future Generation Computer Systems, 2000,16 (8) :889 - 914.
  • 7Gambardella L M, Dorigo M. Ant-Q: a reinforcement learning approach to the traveling salesman problem [ A ]. Proceedings of the 12th International Conference on Machine Learning [ C ].Tahoe City, CA: Morgan Kaufman, 1995. 252 ~ 260.
  • 8Gutjahr W J. A graph-based ant system and its convergence [ J ].Future Generation Computer Systems, 2000, 16(8) :873 -888.
  • 9Lee Z J, Lee C Y, Su S F. An immunity-based ant colony optimization algorithm for solving weapon-target assignment problem [J]. Applied Soft Computing, 2002, 2(10) :39 -47.
  • 10Colomi A, Dorigo M, Maniezzo V. Distributed optimization by ant colonies [ A]. Prooeedings of ECAL 91 - European Conference on Artificial Life [C]. Paris, France:1991. 134 - 142.

共引文献240

同被引文献35

  • 1王爱虎,欧凡,骆焕.件杂货港口仓储和排船一体化物流管理[J].大连海事大学学报,2006,32(1):22-27. 被引量:6
  • 2Lee K J, Lee J K, Choi S Y. A Spatial SchedulingSystem and Its Application to Shipbuilding: DAS-CURVE [J]. Expert Systems with Applications,1996,10(3):311-324.
  • 3Lee J K,Lee K J, Park H K, et al. DevelopingScheduling Systems for Daewoo Shipbuilding: DASProject [J European Journal of Operational Re-search, 1997,97(2) : 380-395.
  • 4Koh S,Eom C. Jang J, et al. An Improved SpatialScheduling Algorithm for Block Assembly Shop inShipbuilding Company[C]//The 3rd InternationalConference on Innovative Computing Informationand Control. Dalian:IEEE, 2008:253-256.
  • 5Li Bo,Zhao Zhiyan, Li Gang. A Dynamic SchedulingMethod for Spatial Layout Planning[C]//Proceed-ings of the 4th International Conference on MachineLearning and Cybernetics. Guangzhou: IEEE, 2005 :18-21.
  • 6Li Lin,Jiang Zhibin. Self-adaptive Dynamic Schedu-ling of Virtual Production Systems[J], InternationalJournal of Production Research, 2007, 45 ( 9) : 1937-1951.
  • 7Cha J H,Roh M. Combined Discrete Event andDiscrete Time Simulation Framework and Its Ap-plication to the Block Erection Process in Ship-building [J ]. Advances in Engineering Software,2010,41:656-665.
  • 8Liu Z,Huat D C K, Wee K H. Scheduling DynamicBlock Assembly in Shipbuilding through HybridSimulation and Spatial Optimization [J]. Interna-tional Journal of Production Research, 2012,50(20):5986-6004.
  • 9Liu Z’Chua D K, Wee K H. A Simulation Modelfor Spatial Scheduling Dynamic Block Assembly inShipbuilding[J]. Journal of Engineering,Projectand Production Management,2011,1(1) :3-12.
  • 10赵明华,蒋祖华.针对异常的船体曲面分段作业计划自动调整算法[J].上海交通大学学报,2010,44(3):428-432. 被引量:2

引证文献3

二级引证文献10

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