期刊文献+

基于遗传算法的TFT-LCD冲压生产线布局优化 被引量:6

Optimization research of TFT-LCD stamping production line layout based on genetic algorithm
下载PDF
导出
摘要 为提高薄膜场效应晶体管液晶显示器(TFT-LCD)产品的生产效率,基于遗传算法对传统冲压生产线布局进行优化研究.以生产线物流费用最低为目标函数,生产车间总长度、总宽度和设备间保留最小间距等为约束条件,建立了TFT-LCD冲压生产线数学模型,通过编程求得优化解,并根据生产现场实际与自动化改造情况调整出较好布局优化方案.按优化方案进行试生产的测算结果表明,优化布局方案实施效果良好,与优化前布局相比,生产背板周期时间提高了25%,生产线平衡率提高了10%,日产量提高了33.3%,成本降低了25%. In order to improve the production efficiency of TFT-LCD(Thin Film Transistor-Liquid Crystal Display) products,the traditional TFT-LCD pressing line layout optimization was researched based on the genetic algorithm in this paper.The mathematical model of TFT-LCD pressing line was established by taking production line logistics minimum cost as the objective function,minimum spacing between equipments,the total length and width of production workshop as the constraint conditions.The optimal solution was solved through programming.According to the actual production site and automated transformation,the better layout optimization program was obtained by adjusting the location of equipment.Trial production was carried out according to the optimization program.Experimental results showed that the optimized layout program had good effects.Compared to the results before optimization layout,the cycle time of producing backplane increased by 25%,production line balancing rate increased by 10%,the daily output increased by 33.3%,and the cost reduced by 25%.
出处 《北京交通大学学报》 CAS CSCD 北大核心 2013年第1期172-176,180,共6页 JOURNAL OF BEIJING JIAOTONG UNIVERSITY
基金 中央高校基本科研业务费专项资金资助(2013JBM080)
关键词 遗传算法 生产布局 优化 TFT-LCD genetic algorithm production line layout optimizing TFT-LCD
  • 相关文献

参考文献9

  • 1Shahbazi E. Mathematical modeling and solution development for "dynamic facility layout problem" in job shop process using meta-heuristic algorithms[A].2010.1-6.
  • 2Ripon K S N,Glette K,Hφvin M. Dynamic facility layout problem with hybrid genetic algorithm[A].2010.1-6.
  • 3唐秋华,陈立,王雪兰.基于改进遗传算法的车间布局重构[J].武汉科技大学学报,2011,34(3):161-166. 被引量:7
  • 4徐立云,杨守银,李爱平,黄君政.生产车间布局多目标优化及其仿真分析[J].机械设计与研究,2011,27(6):55-59. 被引量:18
  • 5Zhang Yi,Zhang Hu,Xia Minmin. Research on applying unidirectional loop layout to optimize facility layout in workshop based on improved genetic algorithm[A].2009.144-147.
  • 6Zhang Yi,Zhang Hu,Fang Zifan. Study on the facility layout in workshop based on improved adaptive genetic algorithm[A].2009.1-4.
  • 7陈幼平,胡广华,袁楚明,周祖德.基于最短回溯距离的车间设备线性布局优化算法[J].制造业自动化,2007,29(1):17-20. 被引量:1
  • 8宋昌惠.改进遗传算法在设备布局问题中应用[D]南京:南京理工大学,2009.
  • 9赵琪.LCD冲压生产线布局优化研究[D]北京:北京交通大学,2012.

二级参考文献24

  • 1王定益,王丽亚.一种改进遗传算法在生产车间设备布局中的应用[J].计算机工程与应用,2005,41(14):190-192. 被引量:14
  • 2Ma Zhengyuan.Research on virtual enterprise's technology for supply-oriented system[C] //Proceedings of IE & EM 2001,Tianjin.Beijing:Machinery Industry Press,2001:357-363.
  • 3玄光南,程润伟.遗传算法与工程优化[M].北京:科学出版社,2000:124-138.
  • 4Chase R B,Aquilano N J,Jacobs F R.Operations management for competitive advantage[M].New York:McGraw-Hill/Irwin,2004:86-97.
  • 5Caruana R A,Schaffer J D.Representation and hidden bias:gray vs.binary coding for genetic algorithms[C] //Proc 5th Int Conf Machine Learning,Ann Arbor,Michigan.San Fransisco:Morgan Kaufmann Publishers Inc,1988:153-161.
  • 6MARCELLOB SIMONE, LOUCIO Z. Layout design in dynamic environments: strategies and quantitative indices [J]. Tnt J Prod Res, 2003, 41(5):995 - 1016.
  • 7Gau K Y, Meller R D. An iterative facility layout algorithm. International Journal of Production Research, 1999, 37 (16): 3739 - 3758.
  • 8J Balakrishnan, C H Cheng, D G Conway, et al. A hybrid genetic algorithm for the dynamic plant layout problem [C]// Int. J. Production Economics, 86(2003): 107 - 120.
  • 9Zhou Ying, Zhang Lei, Wang Gui - li, etc. A Nonlinear PID Controller based on an Adaptive Genetic Algorithm[ C ]// Second International Conference on intelligent Networks and Intelligent Systems. p. 98 - 101. 2009 IEEE.
  • 10玄光男 程润伟.遗传算法与工程优化[M].北京:清华大学出版社,2004..

共引文献22

同被引文献51

  • 1袁奥,赵有华.基于遗传算法的车间设施布局优化研究[J].现代机械,2021(3):43-46. 被引量:5
  • 2锁小红,刘战强.制造系统设备布局的建模理论与求解方法[J].计算机集成制造系统,2007,13(10):1941-1951. 被引量:20
  • 3Francis R L, McGinnis L F, White J A. Facility Layout and Location[M].London:Prentice Hal 1,1998.
  • 4Heragu.S, S.Kusiak, A Machine layout problem in flexible manufacturing systems[J].Operations Research,1988,36(2):258-268.
  • 5Lari M B.Layout designs in cellular rnanufacturing[J].European Journal of Operational Research,1999,112(3):258-272.
  • 6Kouvelis P,Wen C Y,Fitzsimmons J. Simulated annealing for machine layout problems in the presence of zoning constraints[J]. European Journal of Operational Research, 1992,57(2):203-223.
  • 7Kusiak A,Heragu S S.The Facility Layout Problem[J].European Journal of Operational Research, 1987,29:229-251.
  • 8Szykman S, Cagan J. A simulated annealing approach to three-dimensional component packing[J].ASME Journal of Mechanical Design.1995,117(2(A)):308-314.
  • 9Szykman S,Cagan J.Synthesis of optimal non-orthogonal routes[J]. ASEM Journal of Mechanical Design. 1996,118(3):419-424.
  • 10Tiziana Calamoneri, Annalisa Massini. Optimal three-dimensional layout of interconnection networks[J].Theoretical computer science.2001,255(1-2):263-279.

引证文献6

二级引证文献15

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