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Reaction force separation method of surgical tool from unknown dynamics and disturbances by fuzzy logic and perturbation observer of SMCSPO algorithm

机译:SMCSPO算法模糊逻辑与扰动外科手术工具的反作用力分离方法

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In minimally invasive surgery (MIS), surgical tools are sensor-less as it is strictly prohibited to attach any electronic sensor at the instrument tip for the safety constraints. Therefore, the reaction force or any measure of haptics is difficult to estimate. In previous studies, it has shown that, the perturbation observer of sliding mode control with sliding perturbation observer (SMCSPO) can estimate the reaction force acting on the instrument tip. The perturbation is defined as the combination of the uncertainties and nonlinear terms where the major uncertainties arise from the reaction force. However, for dexterity and precise surgery, the surgical system or robot may have more degree of freedoms. In that case, the calculated perturbation by SPO is highly effected by external dynamics, disturbance and nonlinearity. As the perturbation is the summation of various disturbances of the system, it is impossible to separate the external dynamics-effect from it. Moreover, the control input of SMCSPO is also dependent on the estimated perturbation. Therefore in case of gripping an organ, force may increase unnecessarily due to outer disturbances. Fluctuation of control input is also harmful for the sensitive organs. Reaction force does not change rapidly to one control cycle to another, if the instrument's motion in human body is slow. Taking this as an assumption, this paper proposes a method to avoid a disturbance effect by adding Fuzzy logic in SMCSPO algorithm. The fuzzy rules control over the SPO such a way, so that, the calculated perturbation term becomes more closer to actual reaction force acting on instrument tip even if the external dynamics are present. To evaluate the validity of the proposed method, a three degree of robot carrying the surgical instrument has formed and simulated in RoboticsLab environment. And the simulation results have showed that the estimated perturbation by proposed method followed the actual reaction force.
机译:在微创手术(MIS)中,手术工具是传感器,因为它被严格禁止在仪器尖端附加任何电子传感器,用于安全约束。因此,难以估计的反作用力或触觉的任何衡量标准。在以前的研究中,已经表明,通过滑动扰动观测器(SMCSPO)的滑动模式控制的扰动观测器可以估计作用在仪器尖端上的反作用力。扰动被定义为不确定性和非线性术语的组合,其中主要不确定因素来自反应力。然而,对于灵活和精确的手术,外科系统或机器人可能具有更多程度的自由度。在这种情况下,通过外部动力学,干扰和非线性来高度实现SPO的计算扰动。由于扰动是系统各种干扰的总和,因此不可能将外部动力学效应分离出来。此外,SMCSPO的控制输入也取决于估计的扰动。因此,在抓握器官的情况下,由于外扰动,力可能不会不必要地增加。控制输入​​的波动对敏感器官也有害。如果仪器在人体中的运动缓慢,反作用力不会迅速变为一个控制循环。本文将其作为假设,提出了一种通过在SMCSPO算法中添加模糊逻辑来避免干扰效果的方法。模糊规则控制SPO这样的方式,因此,即使存在外部动态,计算的扰动项也变得更接近作用在仪器尖端上的实际反作用力。为了评估所提出的方法的有效性,在机器人Lab环境中形成并模拟了携带手术器械的三度机器人。并且仿真结果表明,通过提出的方法估计扰动之后是实际的反作用力。

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