Motion Mappings for Continuous Bilateral Teleoperation

被引:16
|
作者
Gao, Xiao [1 ,2 ]
Silverio, Joao [2 ]
Pignat, Emmanuel [2 ]
Calinon, Sylvain [2 ]
Li, Miao [1 ]
Xiao, Xiaohui [1 ,3 ]
机构
[1] Wuhan Univ, Hubei Key Lab Waterjet Theory & New Technol, Wuhan 430072, Peoples R China
[2] Idiap Res Inst, CH-1920 Martigny, Switzerland
[3] China Astronauts Res & Training Ctr, Natl Key Lab Human Factors Engn, Beijing 100094, Peoples R China
基金
瑞士国家科学基金会;
关键词
Bilateral teleoperation; diffeomorphic mappings; telerobotics and teleoperation;
D O I
10.1109/LRA.2021.3068924
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Mapping operator motions to a robot is a key problem in teleoperation. Due to differences between local and remote workspaces, such as object locations, it is particularly challenging to derive smooth motion mappings that fulfill different goals (e.g., picking objects with different poses on the two sides or passing through key points). Indeed, most state-of-the-art methods rely on mode switches, leading to a discontinuous, low-transparency experience. In this letter, we propose a unified formulation for position, orientation and velocity mappings based on the poses of objects of interest in the operator and robot workspaces. We apply it in the context of bilateral teleoperation. Two possible implementations to achieve the proposed mappings are studied: an iterative approach based on locally-weighted translations and rotations, and a neural network approach. Evaluations are conducted both in simulation and using two torque-controlled Franka Emika Panda robots. Our results show that, despite longer training time, the neural network approach provides faster mapping evaluations and lower interaction forces for the operator, which are crucial for continuous, real-time teleoperation.
引用
收藏
页码:5048 / 5055
页数:8
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