考虑参数不确定性的工业机器人轨迹精度分析和基于可靠性的优化设计方法

IF 9.4 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Reliability Engineering & System Safety Pub Date : 2024-11-04 DOI:10.1016/j.ress.2024.110626
Chenxin Su , Bo Li , Wei Zhang , Wei Tian , Wenhe Liao
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引用次数: 0

摘要

针对工业机器人轨迹精度差这一阻碍机器人在高精密制造业进一步应用的技术瓶颈,本文提出了一种考虑参数不确定性的工业机器人轨迹精度分析和基于可靠性的优化设计方法。首先,结合 Stribeck 关节摩擦模型,推导出具有六个自由度的关节型工业机器人的动态方程,然后对该动态模型进行不确定参数识别。随后,基于构建的动态模型建立了机器人不确定性仿真系统,分析了系统不确定性参数对机器人轨迹精度的敏感性,在 54 个不确定性参数中得到了 10 个关键参数。最后,综合机器人轨迹精度、制造成本和质量损失,提出了基于可靠性的多目标优化设计方法,实现了机器人参数的容差设计,在保证机器人轨迹精度可靠性的同时,使成本和质量损失最小化。以六自由度旋转关节串行工业机器人为例,验证了所提方法的性能和实用性。
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An analysis and reliability-based optimization design method of trajectory accuracy for industrial robots considering parametric uncertainties
To address the challenges of poor trajectory accuracy in industrial robots, which has emerged as a technological bottleneck hindering further robots’ applications in high-precision manufacturing industries, this paper proposes a method for the analysis and reliability-based optimization design for industrial robots’ trajectory accuracy considering parametric uncertainties. Firstly, the dynamic equation of an articulated industrial robot with six degrees of freedom is derived, incorporating the Stribeck joint friction model, followed by the uncertain parameter identification of this dynamic model. Subsequently, an uncertainty simulation system for the robot is established based on the constructed dynamic model and the sensitivity of system uncertain parameters to the robot trajectory accuracy is analyzed, where 10 key parameters are obtained among 54 uncertain parameters. Finally, a reliability-based multi-objective optimization design methodology is proposed synthesizing the robot trajectory accuracy, manufacturing cost, and quality loss, to achieve tolerance design of the robot's parameters, and enables minimizing costs and quality losses while ensuring the robot's trajectory accuracy reliability. The performance and practicality of the proposed method were validated using a six-degree-of-freedom rotary joint serial industrial robot as an example.
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来源期刊
Reliability Engineering & System Safety
Reliability Engineering & System Safety 管理科学-工程:工业
CiteScore
15.20
自引率
39.50%
发文量
621
审稿时长
67 days
期刊介绍: Elsevier publishes Reliability Engineering & System Safety in association with the European Safety and Reliability Association and the Safety Engineering and Risk Analysis Division. The international journal is devoted to developing and applying methods to enhance the safety and reliability of complex technological systems, like nuclear power plants, chemical plants, hazardous waste facilities, space systems, offshore and maritime systems, transportation systems, constructed infrastructure, and manufacturing plants. The journal normally publishes only articles that involve the analysis of substantive problems related to the reliability of complex systems or present techniques and/or theoretical results that have a discernable relationship to the solution of such problems. An important aim is to balance academic material and practical applications.
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