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激光切割路径优化的双重编码改进遗传算法
引用本文:杨建军,刘保业,鞠录岩.激光切割路径优化的双重编码改进遗传算法[J].解放军理工大学学报,2012,0(6):684-687.
作者姓名:杨建军  刘保业  鞠录岩
作者单位:青岛理工大学 机械工程学院,山东 青岛 266033
基金项目:国家自然科学基金资助项目(51075220).
摘    要:针对激光切割路径优化的特点,将其归纳为旅行商问题,并利用改进遗传算法进行求解。为使优化更具实际意义,建立了考虑时间距离和热效应的多目标优化数学模型。改进的遗传算法采用双重编码对轮廓扫描顺序和各轮廓的起始点同时进行优化。在编码设计时,被切割件除考虑多边形情况外还考虑到圆及椭圆的情况,通过构建的适应函数将多目标函数转化为单目标优化问题,同时为提高算法的优化性能,适应函数采用动态控制,并改进了交叉与变异操作。仿真结果表明,该算法能有效地对激光切割路径进行优化。

关 键 词:激光切割  路径优化  改进遗传算法  双重编码
收稿时间:2011-11-23
修稿时间:2011-11-23.

Dual coding improved genetic algorithm for optimization of laser cutting path
YANG Jian-jun,LIU Bao-ye and JU Lu-yan.Dual coding improved genetic algorithm for optimization of laser cutting path[J].Journal of PLA University of Science and Technology(Natural Science Edition),2012,0(6):684-687.
Authors:YANG Jian-jun  LIU Bao-ye and JU Lu-yan
Institution:College of Mechanical Engineering, Qingdao Technological University, Qingdao 266033, China
Abstract:The laser cutting path optimization was reduced to the traveling salesman problem and solved by improved genetic algorithm. To make this optimization more practical, a multi objective mathematical optimization model which has considered time distance and heating effect was made. In the improved genetic algorithm, the dual coding was adopted to optimize the scanning order and the starting point of the contour simultaneously, and in the design of coding, the circle and ellipse situation were taken into account in addition to the polygonal. The multi objective problem was transformed to single objective optimization problem through the construction of fitness function. In order to improve the optimal performance of the algorithm, fitness function adopted dynamic control, the crossover and mutation operations were improved. The computation results show this algorithm can optimize the laser cutting path effectively.
Keywords:laser cutting  path optimization  improved genetic algorithm  dual coding
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