Fuzzy logic based force-feedback for obstacle collision avoidance of robot manipulators

Dumidu Wijayasekara, M. Manic
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引用次数: 6

Abstract

Robot remote teleoperation enables users to perform complex tasks in hostile or inaccessible environments, without physical presence. However, minimizing collisions with obstacles while maintaining accuracy and speed of task is important. While visual and auditory inputs to the user aid in accurate control, to achieve the required speed and accuracy, tactile and kinesthetic force-feedback information can be used. This paper presents a dynamic real-time fuzzy logic based force-feedback control for obstacle avoidance in a remotely operated robot manipulator. The presented method utilizes absolute position of the robot manipulator to calculate the distance vector to known obstacles. A fuzzy controller utilizes the distance vectors and the velocities of the components in the manipulator to generate force feedback in each axis. Furthermore, the paper presents an interactive graphical user interface that enables users to add or remove obstacles in the environment dynamically. The presented method was implemented on a simple 3-DOF robot manipulator. The presented method was compared to a situation without force feedback. Test results show significantly improved speed and consistency in completing a task when the presented force feedback method is used.
基于模糊逻辑的机械臂避障力反馈
机器人远程操作使用户能够在没有物理存在的情况下在敌对或难以接近的环境中执行复杂的任务。然而,最大限度地减少与障碍物的碰撞,同时保持任务的准确性和速度是很重要的。虽然视觉和听觉输入有助于用户精确控制,但为了达到所需的速度和准确性,可以使用触觉和动觉力反馈信息。提出了一种基于动态实时模糊逻辑的力反馈遥控机器人避障控制方法。该方法利用机械手的绝对位置来计算到已知障碍物的距离矢量。模糊控制器利用机械手中各部件的距离矢量和速度在各轴上产生力反馈。此外,本文还提出了一个交互式图形用户界面,使用户能够动态地添加或移除环境中的障碍物。在一个简单的三自由度机械臂上实现了该方法。将该方法与无力反馈的情况进行了比较。测试结果表明,当采用力反馈方法时,完成任务的速度和一致性显着提高。
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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