Model and Fuzzy Controller Design Approaches for Stability of Modern Robot Manipulators

IF 2.6 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Computers Pub Date : 2023-09-23 DOI:10.3390/computers12100190
Shabnom Mustary, Mohammod Abul Kashem, Mohammad Asaduzzaman Chowdhury, Jia Uddin
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Abstract

Robotics is a crucial technology of Industry 4.0 that offers a diverse array of applications in the industrial sector. However, the quality of a robot’s manipulator is contingent on its stability, which is a function of the manipulator’s parameters. In previous studies, stability has been evaluated based on a small number of manipulator parameters; as a result, there is not much information about the integration/optimal arrangement/combination of manipulator parameters toward stability. Through Lagrangian mechanics and the consideration of multiple parameters, a mathematical model of a modern manipulator is developed in this study. In this mathematical model, motor acceleration, moment of inertia, and deflection are considered in order to assess the level of stability of the ABB Robot manipulator of six degrees of freedom. A novel mathematical approach to stability is developed in which stability is correlated with motor acceleration, moment of inertia, and deflection. In addition to this, fuzzy logic inference principles are employed to determine the status of stability. The numerical data of different manipulator parameters are verified using mathematical approaches. Results indicated that as motor acceleration increases, stability increases, while stability decreases as moment of inertia and deflection increase. It is anticipated that the implementation of these findings will increase industrial output.
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现代机械臂稳定性的模型与模糊控制器设计方法
机器人技术是工业4.0的一项关键技术,在工业领域提供了多种应用。然而,机器人机械臂的质量取决于其稳定性,而稳定性是机械臂参数的函数。在以前的研究中,稳定性是基于少数机械手参数来评估的;因此,关于机械臂参数对稳定性的整合/优化安排/组合的信息并不多。通过拉格朗日力学和多参数的考虑,建立了现代机械臂的数学模型。在该数学模型中,考虑了电机加速度、转动惯量和挠度,以评估ABB机器人六自由度机械手的稳定性水平。一种新的数学方法的稳定性发展,其中稳定性与电机加速度,惯性矩和偏转相关。除此之外,还采用模糊逻辑推理原理来确定系统的稳定状态。采用数学方法对不同机械手参数的数值数据进行了验证。结果表明,随着电机加速度的增加,稳定性增加,而随着转动惯量和挠度的增加,稳定性降低。预计这些发现的实施将增加工业产出。
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来源期刊
Computers
Computers COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS-
CiteScore
5.40
自引率
3.60%
发文量
153
审稿时长
11 weeks
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