现代制造工程 ›› 2025, Vol. 536 ›› Issue (5): 64-72.doi: 10.16731/j.cnki.1671-3133.2025.05.008

• 机器人技术 • 上一篇    下一篇

基于模糊理论的工业机器人大臂多目标拓扑优化*

杨向东, 明兴祖   

  1. 广州华立学院机电工程学院,广州 511325
  • 收稿日期:2025-01-20 出版日期:2025-05-18 发布日期:2025-05-30
  • 作者简介:杨向东,工学硕士,副教授,硕士生导师,主要研究方向为超精密加工技术。E-mail:gzyangxd@163.com
  • 基金资助:
    *广东省普通高校重点领域专项项目(2023ZDZX3051,2023ZDZX3050);广东省普通高校工程技术中心项目(2023GCZX008);湖南省自然科学基金资助项目(2023JJ50207);国家自然科学基金资助项目(51975192)

Multi-objective topology optimization of large arm of industrial robot based on fuzzy theory

YANG Xiangdong, MING Xingzu   

  1. School of Mechanical and Electrical Engineering,Guangzhou Huali College,Guangzhou 511325,China
  • Received:2025-01-20 Online:2025-05-18 Published:2025-05-30

摘要: 为提高工业机器人的效能和可靠性,对某型工业机器人大臂进行多目标拓扑优化设计。首先,采用结合隶属函数的模糊满意度变权重系数法对大臂多目标拓扑优化的权重系数进行分配,可弱化传统多目标拓扑优化中权重系数分配的人为因素;其次,建立了大臂有限元模型并通过应变测量实验与加速度测量实验验证其正确性,利用Adams软件开展工业机器人的动力学仿真,获取大臂在3种工况下的受力情况;然后,分别进行3种工况下的静态刚度单目标拓扑优化设计和前3阶固有频率单目标拓扑优化设计,得到大臂的传统多目标拓扑优化结构与模糊多目标拓扑优化结构;最后,基于优化结果对大臂结构进行重构,传统多目标拓扑优化的大臂在工况2下应力不降反增,其他分目标优化幅度均小于模糊多目标拓扑优化的大臂,采用模糊多目标拓扑优化的大臂结构相比原大臂结构在减重12.2 %的同时,3种工况下的刚度和前3阶固有频率均有不同程度的提升,证明了优化方法的有效性。

关键词: 模糊理论, 工业机器人, 大臂, 多目标, 拓扑优化

Abstract: In order to improve the efficiency and reliability of industrial robots,the topology optimization design of a certain type of industrial robot′s large arm was conducted. The fuzzy satisfaction variable weight coefficient method combined with the membership function was used to assign the weights coefficient for the multi-objective topology optimization of the large arm,which can remove the human factor in the traditional multi-objective topology optimization. A finite element model of the large arm was established and its correctness was verified by strain measurement experiments and acceleration measurement experiments,dynamics simulation of industrial robots was conducted by Adams software to obtain the force on the big arm under three working conditions,and the single-objective topology optimization design of static stiffness under three working conditions and the first three inherent frequency was performed,then the fuzzy multi-objective topology optimization structure of the large arm was obtained. Based on optimization results the large arm was reconstructed,the stress of the traditional optimized arm increases instead of decreasing under working condition 2,and the magnitude of other sub-objective optimization is not as good as that of the fuzzy multi-objective topology optimization. The large arm optimized with fuzzy multi-objective topology reduces the weight by 12.2 % compared with the original arm,while the stiffness under the three working conditions and the first and the third order natural frequency are all improved to different degrees,proving the optimization method′s effectiveness.

Key words: fuzzy theory, industrial robots, large arm, multi-objective, topology optimization

中图分类号: 

版权所有 © 《现代制造工程》编辑部 
地址:北京市东城区东四块玉南街28号 邮编:100061 电话:010-67126028 电子信箱:2645173083@qq.com
本系统由北京玛格泰克科技发展有限公司设计开发 技术支持:support@magtech.com.cn