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Structure Analysis and Decoupling Research of a Novel Flexible Tactile Sensor Array

机译:新型柔性触觉传感器阵列的结构分析与解耦研究

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摘要

This paper presents a novel flexible tactile sensor structure and proposes an efficient decoupling algorithm for the tactile sensor. Firstly, structure of the sensor model is introduced, and the sensing mechanism of the sensor array based on force-sensitive conductive rubber is analyzed. Then the mapping relation between the resistances of conductive pillars and the three-dimensional force is deduced. After that, the force applied on the tactile sensor is decoupled from the resistance information by the improved Back Propagation Neural Network (BPNN) algorithm with the number of hidden layer nodes optimized. The flexible tactile sensor model achieves the decomposition of the three-dimensional information from the structure with its unique design, avoids the direct interference between electrodes of the sensor array, reduces the structural complexity and the nonlinear degree, improves the decoupling accuracy, and accelerates the decoupling rate.
机译:本文提出了一种新颖的柔性触觉传感器结构,并提出了一种有效的触觉传感器去耦算法。首先介绍了传感器模型的结构,分析了基于力敏导电橡胶的传感器阵列的传感机理。然后推导了导电柱的电阻与三维力之间的映射关系。之后,通过改进的反向传播神经网络(BPNN)算法将隐触节点的数量优化,从而将施加在触觉传感器上的力与阻力信息分离。灵活的触觉传感器模型以其独特的设计实现了从结构中分解三维信息,避免了传感器阵列电极之间的直接干扰,降低了结构复杂性和非线性程度,提高了去耦精度,并加快了速度。去耦率。

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