基于ANFIS的笛卡儿方程提高儿童书写能力的机械臂设计

Firas A. Raheem, Hind Z. Khaleel, Mostafa K. Kashan
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引用次数: 3

摘要

写作是儿童成长的主要部分。本文提出了一种真正的机器人方法来教孩子们如何写作,并提高他们的写作和绘画能力。该方法包括两自由度机械臂的设计与实现。在自适应神经模糊推理系统(ANFIS)的基础上,利用多段参数笛卡尔方程对机器人运动轨迹进行规划,直接对PWM进行逆运动学建模。建议的总体结构包含两个ANFIS结构。每个ANFIS的输入是代表期望字母点的笛卡尔坐标,而输出是驱动每个机器人连杆到期望位置所需的两个脉宽调制(PWM)伺服电机命令。机械臂的机械结构采用三台伺服电机。最后一个伺服电机用于提高和降低笔,这是机械连接到机器人末端执行器。在本文中,对机器人末端执行器的最大位置误差进行了理论计算和实验计算。这些位置误差在x轴上不超过(±0.0170米),在y轴上不超过(±0.0150米)。位置误差的结果是可以接受的,并且由于使用商用伺服电机而发生。书写的字母清晰、流畅,始终在机器人可触及的区域内。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Robot Arm Design for Children Writing Ability Enhancement using Cartesian Equations based on ANFIS
Writing is the main part of children's advancement. This paper suggests a real robotic methodology for teaching children how to write and enhance their writing and drawing ability in general. This method includes design with the implementation of two DOF (Degrees Of Freedom) robot arm. The robot trajectory planning motion was done using multi-segment parametric Cartesian equations based on the Adaptive Neuro-Fuzzy Inference System (ANFIS) for modeling the inverse kinematics to PWM directly. The proposed overall structure contains two ANFIS structures. The inputs of each ANFIS are the desired Cartesian coordination represents the desired letter points while the outputs are the two Pulse Width Modulation (PWM) servomotor commands needed to actuate each robot link to the desired position. The mechanical structure of the robot arm uses three servo motors. The last servomotor used for raising and lowering the pen, which is attached mechanically to the robot end-effector. In this work, the maximum position error of robot end-effector is evaluated between theoretical and experimental work. These position errors in X-axis do not exceed (±0.0170 m) and in Y-axis not exceed (±0.0150 m). The results of position errors are acceptable and occur due to the commercial servomotors used. The written letters are clear, smooth and always inside the robot reachable area.
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