Pose Measurement and Contact Training of a Fabric-Reinforced Inflatable Soft Robot

P. D. Bui, Joshua A. Schultz
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Abstract

This paper proposes a new method to measure the pose and localize the contacts with the surrounding environment for an inflatable soft robot by using optical sensors (photocells), inertial measurement units (IMUs), and a pressure sensor. These affordable sensors reside entirely aboard the robot and will be effective in environments where external sensors, such as motion capture, are not feasible to use. The entire bore of the robot is used as a waveguide to transfer the light. When the robot is working, the photocell signals vary with the current shape of the robot and the IMUs measure the orientation of its tip. Analytical functions are developed to relate the photocell signals and the robot pose. Since the soft robot is deformable, the occurrence of contact at any location on its body will modify the sensor signals. This simple measurement approach generates enough information to allow contact events to be detected and classified with high precision using a machine learning algorithm.
本文提出了一种利用光学传感器(光电池)、惯性测量单元(imu)和压力传感器对充气软机器人进行姿态测量和与周围环境接触定位的新方法。这些经济实惠的传感器完全安装在机器人上,在外部传感器(如动作捕捉)无法使用的环境中有效。机器人的整个孔被用作波导来传输光。当机器人工作时,光电池信号随着机器人当前形状的变化而变化,imu测量其尖端的方向。建立了光电池信号与机器人姿态之间的解析函数。由于软机器人是可变形的,在其身体的任何位置发生接触都会改变传感器信号。这种简单的测量方法产生足够的信息,允许使用机器学习算法对接触事件进行高精度检测和分类。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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