Adaptive Neuro Fuzzy Inference Based Control of a Flexible Bevel-Tip Needle for Minimal Invasive Surgical Procedures

K. Halder, M. F. Orlando, R. S. Anand
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引用次数: 0

Abstract

Flexible bevel tip needles are commonly utilized for percutaneous interventional treatments in Minimal Invasive Surgical procedures with enhanced target reaching precision. Due to tissue in-homogeneity, deformation within the tissue domain, and incorrect guiding strategies, the target reaching accuracy degrades. The fundamental objective of percutaneous interventional techniques is to ensure patient safety as well achieving the desired target position. Several researchers have previously devised many ways to control needle steering for precise targeting accuracy. In this work, an Adaptive Neuro Fuzzy Inference System (ANFIS) based controller has been proposed to regulate the needle in a specified plane to overcome complex approaches in existing controllers. Extensive simulation studies have been performed to validate the efficacy of the proposed control strategy.
基于自适应神经模糊推理的柔性斜尖针微创手术控制
在微创外科手术中,经皮介入治疗通常使用柔性斜尖针,以提高靶到达精度。由于组织的非均匀性、组织域内的变形和不正确的引导策略,导致目标到达精度下降。经皮介入技术的基本目标是确保患者的安全以及达到预期的目标位置。几位研究人员先前设计了许多方法来控制针的转向,以达到精确的瞄准精度。在这项工作中,提出了一种基于自适应神经模糊推理系统(ANFIS)的控制器来调节指针在指定平面上,以克服现有控制器中的复杂方法。为了验证所提出的控制策略的有效性,进行了大量的仿真研究。
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