机械臂物理可行动力学模型辨识与约束控制——以ViperX-300六自由度机械臂为例

IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS
Mu’taz A. Momani, Mehdi Hosseinzadeh
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引用次数: 0

摘要

由于复杂任务需要先进的解决方案,对新型机器人应用的需求持续增长。这些任务通常需要将动态模型结合到控制方案的开发中。因此,模型识别已成为建立机械臂精确动力学模型的关键步骤。然而,识别过程可能产生缺乏物理意义的参数,从而导致可行性问题,从而导致不现实和潜在不稳定的动态模型。这一挑战在小型机械臂中尤为明显,因为其动力学对参数变化非常敏感。为了解决这些挑战,本文提出了一种系统而全面的方法来识别机器人手臂的模型,同时严格执行物理可行性。该方法在ViperX-300 6DoF机械臂上进行了验证,该机械臂缺乏预先存在的动力学模型,使其成为测试我们方法的理想候选者。为了进一步验证所提出的模型识别方法,并评估所获得的模型在安全关键应用中的适用性,我们设计了一个显式参考调节器,这是一种基于模型的约束控制策略。实验结果表明,所识别的模型在安全关键应用中具有足够的精度,验证了所提模型识别方法的有效性和所识别模型对ViperX-300 6DoF机械臂的可靠性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Physically feasible dynamic model identification and constrained control of robotic arms: A case study on the ViperX-300 6-DoF robotic manipulator
The demand for novel robotic applications continues to grow, driven by the need for advanced solutions to complex tasks. These tasks often require the incorporation of dynamic models into the development of control schemes. Consequently, model identification has become a critical step in creating accurate dynamic models for robotic arms. However, the identification process can yield parameters that lack physical significance, resulting in feasibility issues that lead to unrealistic and potentially unstable dynamic models. This challenge is particularly pronounced in small robotic arms, where the dynamics are highly sensitive to parameter variations. To address these challenges, this article presents a systematic and comprehensive approach to the model identification of robotic arms while strictly enforcing physical feasibility. The proposed approach is validated on the ViperX-300 6DoF robotic manipulator, which lacks a pre-existing dynamic model, making it an ideal candidate for testing our method. To further validate the proposed model identification approach and assess the suitability of the obtained model for the ViperX-300 6DoF robotic manipulator in safety-critical applications, we design an explicit reference governor, which is a model-based constrained control strategy. Experimental results show that the identified model achieves sufficient accuracy for safety-critical applications, showcasing the effectiveness of the proposed model identification approach and the reliability of the identified model for the ViperX-300 6DoF robotic manipulator.
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来源期刊
Mechatronics
Mechatronics 工程技术-工程:电子与电气
CiteScore
5.90
自引率
9.10%
发文量
0
审稿时长
109 days
期刊介绍: Mechatronics is the synergistic combination of precision mechanical engineering, electronic control and systems thinking in the design of products and manufacturing processes. It relates to the design of systems, devices and products aimed at achieving an optimal balance between basic mechanical structure and its overall control. The purpose of this journal is to provide rapid publication of topical papers featuring practical developments in mechatronics. It will cover a wide range of application areas including consumer product design, instrumentation, manufacturing methods, computer integration and process and device control, and will attract a readership from across the industrial and academic research spectrum. Particular importance will be attached to aspects of innovation in mechatronics design philosophy which illustrate the benefits obtainable by an a priori integration of functionality with embedded microprocessor control. A major item will be the design of machines, devices and systems possessing a degree of computer based intelligence. The journal seeks to publish research progress in this field with an emphasis on the applied rather than the theoretical. It will also serve the dual role of bringing greater recognition to this important area of engineering.
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