一种用于近距离放针的超声视觉伺服双臂机器人系统。

IF 2.9 Q2 ROBOTICS
Frontiers in Robotics and AI Pub Date : 2025-03-28 eCollection Date: 2025-01-01 DOI:10.3389/frobt.2025.1558182
Yanlei Li, Zhenyu Lu, Antonia Tzemanaki, Amit Bahl, Raj Persad, Chris Melhuish, Chenguang Yang
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引用次数: 0

摘要

在前列腺近距离放射治疗中,放射性粒子的准确放置对治疗效果至关重要。目前的手工插针方法面临着挑战,包括由于手部震颤导致的准确性降低,对外科医生专业知识的高度依赖,以及在漫长的手术过程中造成的紧张。此外,手工方法往往难以适应组织的异质性,导致不满意的结果。由于组织参数的变化,自主针头放置是困难的。本文提出了一种新颖的双臂视觉伺服机器人系统,用于前列腺近距离治疗中的针导向精度。该系统采用两个法兰卡艾米卡臂:一个用于针头插入,另一个用于定位超声探头。基于实时位置反馈,模糊逻辑控制器引导指针转向,摄像头系统提供辅助跟踪和安全监控。为了识别针尖在组织内的位置,提出了一种利用超声探头对外科医生直观的图像识别方法。结合双臂机械臂的扫描控制方式,定位针尖在组织内的位置。摄像机系统也统一在同一个双臂机械臂坐标系中,监控整个针转向过程。通过解决手工技术的局限性,包括准确性、效率和对组织变化的适应性,该系统减少了与近距离治疗程序相关的技能障碍、工作量和潜在创伤。在模型上的实验验证显示,最终针头放置精度为0.285厘米,表明该系统有潜力通过精确的针头控制来改善治疗结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An ultrasound visual servoing dual-arm robotics system for needle placement in brachytherapy treatment.

The accurate placement of radioactive seeds in prostate brachytherapy is critical to the efficacy of the procedure. Current manual needle insertion methods face challenges, including reduced accuracy due to hand tremors, high dependence on surgeon expertise, and strain during lengthy procedures. Additionally, manual approaches often struggle to adapt to tissue heterogeneities, leading to unsatisfied outcomes. Autonomous needle placement is difficult due to varying tissue parameters. This paper presents an innovative dual-arm visual-servo robotics system for needle steering precision during prostate brachytherapy. The system employs two Franka Emika arms: one for needle insertion and the other for positioning the ultrasound probe. Based on the real-time position feedback, a fuzzy logic controller guides needle steering, and a camera system offers supplementary tracking and safety monitoring. In order to identify the needle tip's position within tissue, a novel image recognition method which is intuitive to the surgeon is proposed with the use of the ultrasound probe. It is in conjunction with the scanning and control mode of the dual-arm robotic arm to locate the position of the needle tip inside the tissue. The camera system is also unified in the same dual-arm robotic arm coordinate system to monitor the entire needle steering process. By addressing the limitations of manual techniques, including accuracy, efficiency, and adaptability to tissue variations, the proposed system reduces the skill barrier, workload, and potential trauma associated with brachytherapy procedures. Experimental validation on a phantom shows a final needle placement accuracy of 0.285 cm, demonstrating the system's potential to improve treatment outcomes through precise needle control.

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来源期刊
CiteScore
6.50
自引率
5.90%
发文量
355
审稿时长
14 weeks
期刊介绍: Frontiers in Robotics and AI publishes rigorously peer-reviewed research covering all theory and applications of robotics, technology, and artificial intelligence, from biomedical to space robotics.
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