无需力传感器,低成本硬件也能实现稳定远程操作
Input-gated Bilateral Teleoperation: An Easy-to-implement Force Feedback Teleoperation Method for Low-cost Hardware
- 仅用简单反馈控制器,不依赖力传感器实现双向操作
- 低通信频率下性能衰减小,参数几乎无需调整
- 可直接部署在两种市售低成本设备上,易用性强
接触丰富的操作任务需要远程操作中的力反馈以确保稳定控制,但传统双端系统复杂难实现。本文提出一种仅需简单反馈控制器、无需力传感器的双边遥操作方法,适用于低成本硬件的主从架构。通过数值仿真与真实实验验证,该方法参数调优极少,仍能实现高可操作性与接触稳定性,优于传统方案。即使通信周期率较低,控制性能下降也极小。同时证明可在两种商用低成木硬件上零参数部署,展现出高度易用性与通用性。该方法有望推动低成本硬件上力反馈遥操作的普及,助力模仿学习中接触密集任务的自主化发展。
原文摘要 · Abstract (English)
Effective data collection in contact-rich manipulation requires force feedback during teleoperation, as accurate perception of contact is crucial for stable control. However, such technology remains uncommon, largely because bilateral teleoperation systems are complex and difficult to implement. To overcome this, we propose a bilateral teleoperation method that relies only on a simple feedback controller and does not require force sensors. The approach is designed for leader-follower setups using low-cost hardware, making it broadly applicable. Through numerical simulations and real-world experiments, we demonstrate that the method requires minimal parameter tuning, yet achieves both high operability and contact stability, outperforming conventional approaches. Furthermore, we show its high robustness: even at low communication cycle rates between leader and follower, control performance degradation is minimal compared to high-speed operation. We also prove our method can be implemented on two types of commercially available low-cost hardware with zero parameter adjustments. This highlights its high ease of implementation and versatility. We expect this method will expand the use of force feedback teleoperation systems on low-cost hardware. This will contribute to advancing contact-rich task autonomy in imitation learning.
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