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首页> 外文期刊>IAES International Journal of Robotics and Automation >Analysis of Inverse Kinamtics of an Anthropomorphic Robotic hand
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Analysis of Inverse Kinamtics of an Anthropomorphic Robotic hand

机译:拟人化机器人手的逆运动学分析

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In this paper, a new method for solving the inverse kinematics of the fingers of an anthropomorphic hand is proposed. Solution of inverse kinematic equations is a complex problem, the complexity comes from the nonlinearity of joint space and Cartesian space mapping and having multiple solutions.This is a typical problem in robotics that needs to be solved to control the fingers of an anthropomorphic robotic hand to perform tasks it is designated to do. With more complex structures operating in a 3-dimensional space deducing a mathematical soluation for the inverse kinematics may prove challenging. In this paper, using the ability of ANFIS (Adaptive Neuro-Fuzzy Inference System) to learn from training data, it is possible to create ANFIS network, an implementation of a representative fuzzy inference system using ANFIS structure, with limited mathematical representation of the system. The main advantages of this method with respect to the other methods are implementation is easy, very fast and shorter computation time and better response with acceptable error.
机译:本文提出了一种解决拟人化手指逆运动学的新方法。逆运动学方程的求解是一个复杂的问题,其复杂性来自关节空间和笛卡尔空间映射的非线性并具有多种解决方案,这是机器人技术中的一个典型问题,需要控制拟人机器人手的手指来解决。执行指定要执行的任务。对于在3维空间中运行的更复杂的结构,推论逆运动学的数学解法可能会很有挑战性。在本文中,利用ANFIS(自适应神经模糊推理系统)从训练数据中学习的能力,可以创建ANFIS网络,该网络是使用ANFIS结构的代表性模糊推理系统的实现,并且系统数学表示有限。与其他方法相比,此方法的主要优点是易于实现,非常快速且计算时间短,并且具有可接受的误差的更好响应。

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