A neural network for tactile sensing: the Hertzian contact problem

A. J. Worth, R. R. Spencer
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引用次数: 24

Abstract

A neural network has been developed for use with local closed-loop gripper control using a tactile sensor array. The specific task considered is to solve part of the inverse Hertzian contact problem. Backpropagation is used to train a single hidden-layer network to recognize the angle of contact between a cylindrical finger with an embedded sensor array and a cylindrical rod. Simulation results are presented and discussed.<>
触觉感知的神经网络:赫兹接触问题
提出了一种基于触觉传感器阵列的局部闭环夹持器控制神经网络。所考虑的具体任务是求解部分逆赫兹接触问题。利用反向传播训练一个单隐层网络来识别嵌入传感器阵列的圆柱形手指与圆柱形杆之间的接触角。给出了仿真结果并进行了讨论。
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