期刊文献+

基于遗传算法的白车身焊接机器人焊点分配 被引量:5

Assigning Welding Point of Car-body-in-white to Multi-robots Based on Genetic Algorithm
下载PDF
导出
摘要 分析了轿车白车身制造过程中多机器人拼焊工位焊点分配问题的特征,将焊点与机器人抽象为空间点、以机器人运动时间的倒数为价值向量建立多背包问题数学模型,利用遗传算法进行求解.通过合理处理选择、交叉、变异遗传算子,算法具有良好的搜索性能和收敛性.侧围补焊工位焊点分配结果表明各机器人焊接任务均衡,节拍时间控制在要求范围之内. A genetic algorithm was proposed for solving the problem of assigning welding point to multi-robots in car body-in-white manufacture.With the welding point and robots as spatial point and motion time of the robot as value vector,a multi-knapsack problem model was established.Through processing selection,crossover and mutation genetic operators,convergence ability of the algorithm was strengthened.Taking the welding point allocation of the side panel repair welding working procedure as example,welding point allocation result shows that each robot has balanced burthen and the cycle time meets the engineering demands.
出处 《同济大学学报(自然科学版)》 EI CAS CSCD 北大核心 2010年第5期725-729,共5页 Journal of Tongji University:Natural Science
基金 国家"八六三"高技术研究发展计划资助项目(2008AA04Z105)
关键词 白车身 多机器人焊接 遗传算法 背包问题 body-in-white multi-robots welding genetic algorithm knapsack problem
  • 相关文献

参考文献6

  • 1李东勃.焊接机器在汽车工业内的应用及其发展趋势.北京:埃森焊接展览会论文集,2002:26-33.
  • 2虞安波,杨家本.多背包问题的遗传算法求解[J].计算技术与自动化,2002,21(2):59-63. 被引量:28
  • 3Bischoff E E,Ratcliff M S W.Issues in the development of approaches to container loading[J].Omega,1995,23(4):377.
  • 4Ip W H,Li Y,Man K F.Multi-product planning and scheduling using genetic algorithm approach[J].Computers & Industrial Engineering,2000,38:282.
  • 5Huang S S.A new method of the parameter teaching and control for robotic spot welding system[C] ∥First International Conference on Manufacturing Technology.Hong Kong:[s.n.] ,1991:249-251.
  • 6Young Michael.掌握Microsoft Visual C+ +编程[M].北京:电子工业出版社,1995.

二级参考文献4

  • 1[1]Goldberg D E. Genetic Algorithms in Search,Optimization and Machine Learning[J],Addison Wesley,Reading,MA,1989.
  • 2[2]Khuri S,Back T, Heitkotter J. An Evolutionary Approach to Combinational Optionzation Problems[J]. Proc. of 22nd Annual Computer Science Conference, 66-73, New York, Phoenix AZ, ACM Press.
  • 3[3]Chen Guo - liang, Wang Xu - hua, et. al. Genetic Algorithms and its Applications [J], Beijing, People's Posts and Telecommunication Press, 1996(in Chinese).
  • 4[4]Bridges G L,Goldberg D E. An analysis of Reproduction and Crossover in a Binary -coded Genetic Algorithm[J].Genetic Algorithms and Their Applications:Proceeding of the Second International Conference on Genetic Algorithms[J]. 1987.9~13.

共引文献28

同被引文献36

引证文献5

二级引证文献49

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