新型柔顺末端执行器让机器人超声更安全精准
Design and Evaluation of a Compliant Quasi Direct Drive End-effector for Safe Robotic Ultrasound Imaging
- 采用准直接驱动实现被动柔顺与主动力控结合
- 力跟踪误差平均降低80.1%,扫描时降低68.0%
- 适合需高安全性与稳定成像的医疗机器人场景
机器人辅助超声扫描有望推动自主化和可及性医疗成像。然而,确保探头接触时患者安全与人机协同合规仍是重大挑战。现有系统或机械刚性过高,或以性能换柔顺。本文提出一种新型柔顺末端执行器,可安装于机械臂上,用于安全、精准的机器人超声成像,采用准直接驱动实现被动机械柔顺与精确主动力控制。为评估性能,构建了体外动态运动模拟平台,在模拟运动下对组织进行接触与扫描测试。将该执行器与UR3e机械臂搭配常规力控策略对比。单点接触实验(2.5 N至15 N)显示,力跟踪均方根误差平均降低80.1%;不同速度下的轨迹扫描实验中,平均力跟踪误差降低68.0%。六项定量图像质量与稳定性指标中,四项有统计学显著提升。本工作提出一种新型柔顺末端执行器的设计与评估方法,旨在提升机器人超声的安全性与可靠性。
原文摘要 · Abstract (English)
Robot-assisted ultrasound scanning promises to advance autonomous and accessible medical imaging. However, ensuring patient safety and compliant human-robot interaction during probe contact poses a significant challenge. Most existing systems either have high mechanical stiffness or trade performance for compliance. This paper presents a novel compliant end-effector designed to mount on robotic arms for safe and accurate robotic ultrasound imaging, using a quasi-direct drive actuator to achieve passive mechanical compliance and precise active force control. To evaluate the end-effector's performance, we developed an ex vivo dynamic motion simulator platform for contact and scanning testing on tissue under simulated movements. The end-effector was evaluated against a UR3e robot arm using conventional force control strategies as a baseline. Single-point contact experiments from 2.5 N to 15 N show that the end-effector reduced force tracking RMS error by 80.1% on average. Trajectory scanning experiments at different speeds showed an average of 68.0% reduction in force tracking error. Statistically significant improvements were observed in four of six quantitative image quality and stability metrics using the end-effector. This work presents a novel approach for designing and evaluating compliant end-effectors, with the goal of improving safety and reliability in robotic ultrasound.
Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。