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基于Kriging算法与PSO算法的桁架机器人横梁模块智能优化设计方法
引用本文:侯赓舜,徐永利,徐志刚,王军义,杨啸.基于Kriging算法与PSO算法的桁架机器人横梁模块智能优化设计方法[J].科学技术与工程,2023,23(18):7758-7763.
作者姓名:侯赓舜  徐永利  徐志刚  王军义  杨啸
作者单位:沈阳航空航天大学机电工程学院;中国科学院机器人与智能制造创新研究院;中国科学院沈阳自动化研究所机器人学国家重点实验室
基金项目:中央引导地方科技发展资金(2022JH6/100100014)
摘    要:桁架机器人搬运能力强、操作方便、定位精度高,在制造业中具有极其重要的作用。 针对桁架机器人自重大而导致的运行稳定性较差和材料冗余等问题进行结构优化设计研究。目前桁架机器人的结构优化设计研究有限元仿真有限元仿真调用次数多,时间损耗大,优化效率低。针对此问题,在分析了桁架机器人横梁部件尺寸、负载与应力、形变之间的关系后,提出了一种基于Kriging模型与粒子群算法的结构优化设计方法,可以有效减少有限元仿真的调用次数,节约时间,提高优化设计效率。

关 键 词:优化设计  粒子群算法  Kriging代理模型  桁架机器人
收稿时间:2022/8/11 0:00:00
修稿时间:2023/4/21 0:00:00

Truss Robot Based on Kriging Algorithm PSO AlgorithmIntelligent optimization design method of beam module
Hou Gengshun,Xu Zhigang,Xu Zhigang,Wang Junyi,Yang xiao.Truss Robot Based on Kriging Algorithm PSO AlgorithmIntelligent optimization design method of beam module[J].Science Technology and Engineering,2023,23(18):7758-7763.
Authors:Hou Gengshun  Xu Zhigang  Xu Zhigang  Wang Junyi  Yang xiao
Institution:Shenyang Aerospace University
Abstract:The truss robot has strong handling ability, convenient operation and high positioning accuracy, and plays an extremely important role in the manufacturing industry. Aiming at the problems of poor operation stability and material redundancy caused by the weight of the truss robot, structural optimization design research is carried out. At present, the finite element simulation of truss robot structure optimization design research has many times of finite element simulation calls, large time loss and low optimization efficiency. In order to solve this problem, after analyzing the relationship between the size, load, stress and deformation of the beam components of the truss robot, a structural optimization design method based on the Kriging model and particle swarm algorithm is proposed, which can effectively reduce the number of calls of finite element simulation. , save time and improve the efficiency of optimized design.
Keywords:
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