基于运动捕捉系统的工业机器人动力学快速校准方法
Xiaolong Wang1, Wangqiang Jia1, Jianfu Cao1
1State Key Laboratory for Manufacturing System Engineering, Xi'an Jiaotong University, Xi'an, 710049, China.
The Review of scientific instruments
|July 24, 2025
概括
本研究介绍了一种用于复杂情况的快速工业机器人 (IR) 校准方法. 它提高了准确性和避开障碍,在速度和适用性方面超过现有技术.
科学领域:
- 机器人技术 机器人技术 机器人技术
- 机械电子学是什么意思 机械电子学
- 控制系统 控制系统
背景情况:
- 工业机器人 (IR) 需要精确的动力学校准才能达到最佳性能.
- 现有的校准方法往往耗时,不适合动态环境.
- 准确的动力学模型对于避开障碍等任务至关重要.
研究的目的:
- 为工业机器人 (IR) 开发一种快速而准确的动力学校准方法.
- 解决复杂和暂时的IR相关场景中现有方法的局限性.
- 通过考虑中间链路位置来提高避障能力.
主要方法:
- 将红外动力校准划分为四个具体的应用场景.
- 一个两步的校准过程:确定粗略参数的联合轴,然后通过随机梯度下降进行细化.
- 引入避障辅助点来考虑中间链接位置.
主要成果:
- 提出的方法可以在复杂的场景中实现快速准确的校准.
- 通过使用运动捕捉系统的模拟和实验证明了有效性.
- 与传统方法相比,成功改进了避障考虑因素.
结论:
- 开发的方法在快速工业机器人校准方面取得了重大进展.
- 这种方法在复杂和临时的操作环境中特别有效.
- 包括避障点在内增强了校准的实际实用性.
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