Probability-Based Force Control for Flexible Ureteroscopy Robots

IF 6.4 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Automation Science and Engineering Pub Date : 2024-11-14 DOI:10.1109/TASE.2024.3491139
Yinan Deng;Tangwen Yang;Yuelin Zou;Jianchang Zhao;Jianmin Li;Bin Yao;Guoli Song
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Abstract

In robotic flexible ureteroscopy, great care should be taken to prevent excessive collision force at the ureteroscope tip to avoid urinary tissue damage. However, the passive flexure of a flexible ureteroscope from reaction forces with the surrounding tissue introduces great uncertainties in force control. To address this, a probability-based force control method is proposed in this paper. A morphological wavelet-based statistic test is proposed to detect collision by identifying the change point of the probability distribution of force signal, which is measured by a fiber optical sensor at the ureteroscope tip. The force signal and its change points are applied as an admittance model inputs to generate position command. It is augmented to the robot controller for minimizing the collision force. Meanwhile, a probabilistic model approximates the real interactive system, and combines Bayesian inference for safely online learning the admittance parameters. Experimental results on a flexible ureteroscopy robot show that collision can be detected instantly, and the force is reduced remarkably during the advancement of the robotic ureteroscope. Note to Practitioners—This paper is motivated by the rapidly increasing applications for robotic flexible ureteroscopy. As ureteroscope enters into urethra, urinary bladder, ureter, and reaches renal pelvis, it sometimes penetrates soft tissue, especially in the case of no ureteral access sheath placement. It is important to control the ureteroscope tip force for surgery safety. Therefore, a force control method is proposed in this paper. Experiments conducted on a flexible ureteroscopy robot demonstrate that the proposed method is a protective measure to mitigate the risk of inner surface perforation.
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基于概率的柔性输尿管镜机器人力控制
在机器人柔性输尿管镜检查中,应注意防止输尿管镜尖端处碰撞力过大,以免造成尿组织损伤。然而,由于与周围组织的反作用力,输尿管镜的被动弯曲在力控制方面带来了很大的不确定性。针对这一问题,本文提出了一种基于概率的力控制方法。提出了一种基于形态小波的统计检验方法,通过识别输尿管镜尖端光纤传感器测得的力信号概率分布的变化点来检测碰撞。将力信号及其变化点作为导纳模型输入,生成位置指令。为了使碰撞力最小化,将其扩展到机器人控制器中。同时,建立了近似于实际交互系统的概率模型,并结合贝叶斯推理安全在线学习导纳参数。在柔性输尿管镜机器人上的实验结果表明,在机器人输尿管镜的推进过程中,碰撞可以瞬间检测到,并且力明显减小。从业人员注意:本文的动机是机器人柔性输尿管镜快速增加的应用。输尿管镜进入尿道、膀胱、输尿管,到达肾盂时,有时会穿透软组织,特别是在未放置输尿管通路鞘的情况下。控制输尿管镜尖端力对手术安全具有重要意义。因此,本文提出了一种力控制方法。在柔性输尿管镜机器人上进行的实验表明,该方法是一种降低内表面穿孔风险的保护措施。
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来源期刊
IEEE Transactions on Automation Science and Engineering
IEEE Transactions on Automation Science and Engineering 工程技术-自动化与控制系统
CiteScore
12.50
自引率
14.30%
发文量
404
审稿时长
3.0 months
期刊介绍: The IEEE Transactions on Automation Science and Engineering (T-ASE) publishes fundamental papers on Automation, emphasizing scientific results that advance efficiency, quality, productivity, and reliability. T-ASE encourages interdisciplinary approaches from computer science, control systems, electrical engineering, mathematics, mechanical engineering, operations research, and other fields. T-ASE welcomes results relevant to industries such as agriculture, biotechnology, healthcare, home automation, maintenance, manufacturing, pharmaceuticals, retail, security, service, supply chains, and transportation. T-ASE addresses a research community willing to integrate knowledge across disciplines and industries. For this purpose, each paper includes a Note to Practitioners that summarizes how its results can be applied or how they might be extended to apply in practice.
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