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一种基于多模态感知融合的用于微创外科手术机器人的全量程近程触觉传感器。

A Full-Range Proximity-Tactile Sensor Based on Multimodal Perception Fusion for Minimally Invasive Surgical Robots.

作者信息

Li Dongsheng, Ji Tianci, Sun Yuyang, Zhang Zhongbin, Li Aomen, Qu Mengjiao, Lv Dongze, Xie Jin, Liu Huicong

机构信息

School of Mechanical and Electrical Engineering, Jiangsu Key Laboratory of Embodied Intelligence Robot Technology, Soochow University, Suzhou, 215137, China.

State Key Laboratory of Fluid Power and Mechatronic Systems, Zhejiang University, Hangzhou, Zhejiang, 310027, China.

出版信息

Adv Sci (Weinh). 2025 Jun 19:e02353. doi: 10.1002/advs.202502353.

Abstract

Minimally invasive surgical robots have received widespread attention due to its numerous advantages. However, the lack of adequate perception capability remains a significant issue for the robots. In this work, a full-range proximity-tactile sensing module has been developed for safe operation of surgical robots, which performs multimodal fusion perception through ultrasonic sensor for long-range proximity detection, capacitive sensor for close-range proximity sensing, and triboelectric sensor for tactile sensing. In order for a minimum sensor size, the ultrasonic sensor is developed based on MEMS piezoelectric micromachined ultrasonic transducers (pMUTs), and the capacitive sensor and triboelectric sensor adopt common structures, which collaborate to achieve accurate proximity-tactile perception. Additionally, a wireless vibration feedback wristband and digital-twin interface are developed to provide multimodal feedback without interfering with operation. Experimental results demonstrates the safety enhancement for surgical robots by the perception and feedback system. Furthermore, the sensing module is applied in preliminary detection of subcutaneous abnormal tissues and the identification accuracy based on the ultrasound echoes and convolutional neural networks is 91.6%, which can provide an initial diagnostic reference. The full-range proximity-tactile sensor holds significant potential for enhancing the safety and detection capability of surgical robots, and promoting the intelligence of robot-assisted minimally invasive surgery.

摘要

微创外科手术机器人因其诸多优点而受到广泛关注。然而,缺乏足够的感知能力仍然是这类机器人面临的一个重大问题。在这项工作中,为手术机器人的安全操作开发了一种全量程接近 - 触觉传感模块,该模块通过超声传感器进行远距离接近检测、电容式传感器进行近距离接近传感以及摩擦电传感器进行触觉传感来执行多模态融合感知。为了实现最小的传感器尺寸,超声传感器基于微机电系统压电微加工超声换能器(pMUTs)开发,电容式传感器和摩擦电传感器采用常见结构,它们协同工作以实现精确的接近 - 触觉感知。此外,还开发了一种无线振动反馈腕带和数字孪生接口,以提供多模态反馈而不干扰操作。实验结果表明,感知和反馈系统提高了手术机器人的安全性。此外,该传感模块应用于皮下异常组织的初步检测,基于超声回波和卷积神经网络的识别准确率为91.6%,可为初步诊断提供参考。全量程接近 - 触觉传感器在提高手术机器人的安全性和检测能力以及推动机器人辅助微创手术的智能化方面具有巨大潜力。

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