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Development of an Arrayed Tactile Sensor Having Four Stories and Recognition of Contact State Using Neural Networks

机译:使用神经网络开发具有四个故事的阵列触觉传感器和接触状态的识别

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In the human skin, four kinds of tactile receptors (Meissner corpuscle, Merkel cell, Ruffini ending, and Pacinian corpuscle) are distributed three dimensionally, i.e., not only on the skin surface but also in the four corresponding depths of the skin. The final goal of this study is achieving a flexible tactile sensor having four stories imitating the human skin. In the present paper, the concept of this sensor is proposed, and the recognition method of contact state using neural networks is proposed. In case of contact shape recognition, the effectiveness of the sensor having four stories compared with that having one story is confirmed by FEM simulation. The MEMS fabrication method of an arrayed capacitive tactile sensor made of PDMS, which is a kind of silicone rubber, is proposed. By stacking this sensor one by one, fabrication of a sensor having four stories is possible. In the present paper, an arrayed sensor of one layer is preliminarily fabricated. The basic performance of one capacitive force sensing element and that of an arrayed sensor composed of 3×3 elements are characterized.
机译:在人体皮肤中,四种触觉受体(Meissner Corpuscle,Merkel Cell,Ruffini结束和Parinian Corpuscle)是三维分布,即不仅在皮肤表面上,而且在皮肤的四个相应深度上分布。本研究的最终目标是实现一个灵活的触觉传感器,其具有模仿人体皮肤的四个故事。在本文中,提出了该传感器的概念,提出了使用神经网络的接触状态的识别方法。在接触形状识别的情况下,通过FEM模拟确认具有四个故事的传感器的有效性。提出了由PDMS制成的阵列电容性触觉传感器的MEMS制造方法,其是一种硅橡胶。通过逐个堆叠该传感器,可以制造具有四个故事的传感器。在本文中,预先制造一层的阵列传感器。一种电容力传感元件的基本性能以及由3×3元件组成的阵列传感器的基本性能。

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