Improving Path Accuracy and Vibration Character of Industrial Robot Arms with Iterative Learning Control Method

IF 1.9 4区 工程技术 Q2 Engineering International Journal of Precision Engineering and Manufacturing Pub Date : 2024-07-20 DOI:10.1007/s12541-024-01085-6
MinSu Jo, Myungjin Chung, Kihyun Kim, Hyo-Young Kim
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Abstract

Iterative learning control (ILC) enhances control specifications for display panel transfer robots used continuously in industrial settings, offering significant cost-effective improvements in sites requiring higher control standards. This study focuses on improving the path accuracy of an 8G display panel transfer robot control system, as defined in ISO 9283, by implementing a path error compensation ILC system. To mitigate the time-delay characteristic of path error compensation inputs in the robot system, an ILC algorithm was developed. It incorporates time-scaling and time-shifting algorithms in addition to the switching-gain, proportional, derivative (SPD) offline ILC method. Furthermore, a compensation system was designed to ensure the stability of the compensation input, integrating a low-pass filter into the proposed ILC algorithm. Experimental validation of the ILC compensation system was conducted using an 8G display panel transfer robot, demonstrating its functionality. Additionally, the ILC path error compensation system parameters were optimized through various experiments and detailed characteristic analyses. Iterative learning resulted in a reduction of RMS path error data by more than 90%, significantly enhancing control performance.

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用迭代学习控制方法提高工业机械臂的路径精度和振动特性
迭代学习控制(ILC)提高了工业环境中连续使用的显示面板传送机器人的控制规格,为需要更高控制标准的场所提供了显著的成本效益改进。本研究的重点是通过实施路径误差补偿 ILC 系统,提高 ISO 9283 中定义的 8G 显示面板传送机器人控制系统的路径精度。为减轻机器人系统中路径误差补偿输入的时延特性,开发了一种 ILC 算法。除了开关增益、比例、导数(SPD)离线 ILC 方法外,该算法还采用了时间缩放和时间偏移算法。此外,为了确保补偿输入的稳定性,还设计了一个补偿系统,将低通滤波器集成到所提出的 ILC 算法中。利用 8G 显示面板传送机器人对 ILC 补偿系统进行了实验验证,证明了该系统的功能。此外,还通过各种实验和详细的特性分析优化了 ILC 路径误差补偿系统参数。通过迭代学习,有效值路径误差数据减少了 90% 以上,显著提高了控制性能。
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来源期刊
CiteScore
4.10
自引率
10.50%
发文量
115
审稿时长
3-6 weeks
期刊介绍: The International Journal of Precision Engineering and Manufacturing accepts original contributions on all aspects of precision engineering and manufacturing. The journal specific focus areas include, but are not limited to: - Precision Machining Processes - Manufacturing Systems - Robotics and Automation - Machine Tools - Design and Materials - Biomechanical Engineering - Nano/Micro Technology - Rapid Prototyping and Manufacturing - Measurements and Control Surveys and reviews will also be planned in consultation with the Editorial Board.
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