学习用于滚动机器人的追踪控制器
Logan E Beaver1, Max Sokolich2, Suhail Alsalehi1
1Division of Systems Engineering, Boston University, Boston, MA 02215, USA.
概括
本研究引入了微米级机器人 (μbots) 的新控制方法,以提高轨迹跟踪精度. 该方法使用机器学习来弥补环境干扰和模型不确定性,增强医疗应用中的μbot导航.
科学领域:
- 机器人技术 机器人技术 机器人技术
- 控制系统 控制系统
- 生物医学工程 生物医学工程
背景情况:
- 微米级机器人 (μbots) 显示出医疗应用的潜力.
- 精确控制微机器人是必不可少的,但由于环境干扰和模型不确定性而具有挑战性.
研究的目的:
- 为微机器人制定一个强大的控制策略,以准确跟踪参考轨迹.
- 为了弥补诸如布朗运动和模型参数不确定性的干扰.
主要方法:
- 模拟了μbot作为一个不确定的单轮车,由磁场控制.
- 开发了一个非线性不匹配控制器来处理干扰和不确定性.
- 采用高斯过程来学习模型不匹配错误和最小正方形最小化来控制动作选择.
主要成果:
- 联合学习和控制算法在模拟中展示了模型不匹配的准确在线学习.
- 在模拟中观察到改善的轨迹跟踪性能.
- 实验验证显示,某些错误指标的减少高达40%.
结论:
- 拟议的非线性不匹配控制器有效地弥补了μbot模型的不确定性和环境干扰.
- 整合高斯过程和最小正方形最小化可以提高μbot导航准确度.
- 这种方法为医疗应用中精确的μbot控制提供了有希望的解决方案.
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