远程外科手术机器人的智能控制:智能医疗系统的应用

IF 1 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Iet Circuits Devices & Systems Pub Date : 2024-08-08 DOI:10.1049/2024/2119507
Shailu Sachan, Tanmay Shukla, Pankaj Swarnkar, Apsara Adhikari
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引用次数: 0

摘要

机器人远程手术中的无线通信网络可为智能医疗系统带来巨大优势,使外科医生能够利用手术机器人为远程病人实施手术。它能使手术机器人机械手复制外科医生的自然手部动作,使其能够以更高的敏锐度和灵巧性进行手术。本文探讨了智能控制器的开发,以确保远程手术机器人机械手的安全运行。本文提出了基于自适应神经模糊分数阶滑动模式控制(ANFFOSMC)的智能优化、自适应和学习型控制器,以实现外科手术机械手在外科手术干预中的灵巧性和敏锐性。与传统控制器相比,为远程手术系统提出的控制器具有更高的精度和性能,这体现在均方根误差(RMSE)、积分平方误差(ISE)和积分绝对误差(IAE)的降低上。在出现不确定性和外部干扰的情况下,使用性能指标对机器人的性能进行了评估。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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Intelligent Control of Surgical Robot for Telesurgery: An Application to Smart Healthcare Systems

Wireless communication network in robotic telesurgery can be a huge advantage to smart healthcare systems that allows the surgeon to perform surgery on remote patients utilizing a surgical robot. It enables the surgical robotic manipulator to replicate the natural hand motions of the surgeon, allowing it to carry out operations with greater acuity and dexterity. This paper addresses the development of an intelligent controller to assure the safe functioning of a telesurgical robotic manipulator. The intelligent optimized, adaptive, and learning-based adaptive neuro-fuzzy fractional order sliding mode control (ANFFOSMC) controller is proposed to attain dexterity and acuity of the surgical manipulator for surgical interventions. The proposed controller for telesurgical system exhibits superior accuracy and performance compared to conventional controllers, as evidenced by reduced root mean square error (RMSE), integral squared error (ISE), and integral absolute error (IAE). The performance of the robot is evaluated using performance indices in the occurrence of uncertainties and external disturbances.

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来源期刊
Iet Circuits Devices & Systems
Iet Circuits Devices & Systems 工程技术-工程:电子与电气
CiteScore
3.80
自引率
7.70%
发文量
32
审稿时长
3 months
期刊介绍: IET Circuits, Devices & Systems covers the following topics: Circuit theory and design, circuit analysis and simulation, computer aided design Filters (analogue and switched capacitor) Circuit implementations, cells and architectures for integration including VLSI Testability, fault tolerant design, minimisation of circuits and CAD for VLSI Novel or improved electronic devices for both traditional and emerging technologies including nanoelectronics and MEMs Device and process characterisation, device parameter extraction schemes Mathematics of circuits and systems theory Test and measurement techniques involving electronic circuits, circuits for industrial applications, sensors and transducers
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