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A Non-Array Type Cut to Shape Soft Slip Detection Sensor Applicable to Arbitrary Surface

The presence of a tactile sensor is essential to hold an object and manipulate it without damage. The tactile information helps determine whether an object is stably held. If a tactile sensor is installed at wherever the robot and the object touch, the robot could interact with more objects. In this...

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Autores principales: Kim, Sung Joon, Lee, Seung Ho, Moon, Hyungpil, Choi, Hyouk Ryeol, Koo, Ja Choon
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7662509/
https://www.ncbi.nlm.nih.gov/pubmed/33143062
http://dx.doi.org/10.3390/s20216185
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author Kim, Sung Joon
Lee, Seung Ho
Moon, Hyungpil
Choi, Hyouk Ryeol
Koo, Ja Choon
author_facet Kim, Sung Joon
Lee, Seung Ho
Moon, Hyungpil
Choi, Hyouk Ryeol
Koo, Ja Choon
author_sort Kim, Sung Joon
collection PubMed
description The presence of a tactile sensor is essential to hold an object and manipulate it without damage. The tactile information helps determine whether an object is stably held. If a tactile sensor is installed at wherever the robot and the object touch, the robot could interact with more objects. In this paper, a skin type slip sensor that can be attached to the surface of a robot with various curvatures is presented. A simple mechanical sensor structure enables the cut and fit of the sensor according to the curvature. The sensor uses a non-array structure and can operate even if a part of the sensor is cut off. The slip was distinguished using a simple vibration signal received from the sensor. The signal is transformed into the time-frequency domain, and the slippage was determined using an artificial neural network. The accuracy of slip detection was compared using four artificial neural network models. In addition, the strengths and weaknesses of each neural network model were analyzed according to the data used for training. As a result, the developed sensor detected slip with an average of 95.73% accuracy at various curvatures and contact points.
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spelling pubmed-76625092020-11-14 A Non-Array Type Cut to Shape Soft Slip Detection Sensor Applicable to Arbitrary Surface Kim, Sung Joon Lee, Seung Ho Moon, Hyungpil Choi, Hyouk Ryeol Koo, Ja Choon Sensors (Basel) Article The presence of a tactile sensor is essential to hold an object and manipulate it without damage. The tactile information helps determine whether an object is stably held. If a tactile sensor is installed at wherever the robot and the object touch, the robot could interact with more objects. In this paper, a skin type slip sensor that can be attached to the surface of a robot with various curvatures is presented. A simple mechanical sensor structure enables the cut and fit of the sensor according to the curvature. The sensor uses a non-array structure and can operate even if a part of the sensor is cut off. The slip was distinguished using a simple vibration signal received from the sensor. The signal is transformed into the time-frequency domain, and the slippage was determined using an artificial neural network. The accuracy of slip detection was compared using four artificial neural network models. In addition, the strengths and weaknesses of each neural network model were analyzed according to the data used for training. As a result, the developed sensor detected slip with an average of 95.73% accuracy at various curvatures and contact points. MDPI 2020-10-30 /pmc/articles/PMC7662509/ /pubmed/33143062 http://dx.doi.org/10.3390/s20216185 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Kim, Sung Joon
Lee, Seung Ho
Moon, Hyungpil
Choi, Hyouk Ryeol
Koo, Ja Choon
A Non-Array Type Cut to Shape Soft Slip Detection Sensor Applicable to Arbitrary Surface
title A Non-Array Type Cut to Shape Soft Slip Detection Sensor Applicable to Arbitrary Surface
title_full A Non-Array Type Cut to Shape Soft Slip Detection Sensor Applicable to Arbitrary Surface
title_fullStr A Non-Array Type Cut to Shape Soft Slip Detection Sensor Applicable to Arbitrary Surface
title_full_unstemmed A Non-Array Type Cut to Shape Soft Slip Detection Sensor Applicable to Arbitrary Surface
title_short A Non-Array Type Cut to Shape Soft Slip Detection Sensor Applicable to Arbitrary Surface
title_sort non-array type cut to shape soft slip detection sensor applicable to arbitrary surface
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7662509/
https://www.ncbi.nlm.nih.gov/pubmed/33143062
http://dx.doi.org/10.3390/s20216185
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