Skin-inspired flexible and printed iontronic sensor enables bimodal sensing of robot skin for machine-learning-assisted object recognition

Iontronic devices manifest significant promise for versatile pressure-temperature sensing due to their substantial capacitance resulting from the electric double layer effect and the temperature-dependent ion mobility. Here, a skin-inspired printed iontronic bimodal sensor, capable of independently...

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Main Authors: He, Qiang, Zhou, Zhongliang, Swe, Mon Myat, Tang, Cindy G., Wang, Yanju, Leong, Wei Lin
Other Authors: School of Electrical and Electronic Engineering
Format: Article
Language:English
Published: 2025
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Online Access:https://hdl.handle.net/10356/181941
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1819412025-01-10T15:43:46Z Skin-inspired flexible and printed iontronic sensor enables bimodal sensing of robot skin for machine-learning-assisted object recognition He, Qiang Zhou, Zhongliang Swe, Mon Myat Tang, Cindy G. Wang, Yanju Leong, Wei Lin School of Electrical and Electronic Engineering Engineering Physics Iontronic devices Bimodal sensor Iontronic devices manifest significant promise for versatile pressure-temperature sensing due to their substantial capacitance resulting from the electric double layer effect and the temperature-dependent ion mobility. Here, a skin-inspired printed iontronic bimodal sensor, capable of independently capturing pressure and temperature for robotic electronic skin is proposed. Through the elaborate design of the printable sensor electrodes, the decoupled resistance-capacitance dual measurement mode of the iontronic device is realized, which is used to measure temperature and pressure changes respectively. By leveraging the pressure-independent and temperature-dependent resistance changes of the iontronic film, the pressure-related capacitance value of the iontronic device is temperature compensated, with maximum pressure error of 5.1 % in 0–300 kPa pressure range. A bimodal pressure-temperature sensor array for robot electronic skin is further demonstrated, achieving high-precision temperature sensing and accurate pressure detection during various object manipulation as well as demonstrating a high object recognition accuracy rate of 98.3 %. Agency for Science, Technology and Research (A*STAR) Submitted/Accepted version We would like to acknowledge funding support from the Delta-NTU Corporate Lab through the A*STAR IAF-ICP (No. I2201E0013) and Delta Electronics Inc. 2025-01-06T01:46:08Z 2025-01-06T01:46:08Z 2025 Journal Article He, Q., Zhou, Z., Swe, M. M., Tang, C. G., Wang, Y. & Leong, W. L. (2025). Skin-inspired flexible and printed iontronic sensor enables bimodal sensing of robot skin for machine-learning-assisted object recognition. Nano Energy, 134, 110583-. https://dx.doi.org/10.1016/j.nanoen.2024.110583 2211-2855 https://hdl.handle.net/10356/181941 10.1016/j.nanoen.2024.110583 2-s2.0-85212050060 134 110583 en IAF-ICP (No. I2201E0013) Nano Energy © 2024 Elsevier Ltd. All rights reserved. This article may be downloaded for personal use only. Any other use requires prior permission of the copyright holder. The Version of Record is available online at http://doi.org/10.1016/j.nanoen.2024.110583. application/pdf application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering
Physics
Iontronic devices
Bimodal sensor
spellingShingle Engineering
Physics
Iontronic devices
Bimodal sensor
He, Qiang
Zhou, Zhongliang
Swe, Mon Myat
Tang, Cindy G.
Wang, Yanju
Leong, Wei Lin
Skin-inspired flexible and printed iontronic sensor enables bimodal sensing of robot skin for machine-learning-assisted object recognition
description Iontronic devices manifest significant promise for versatile pressure-temperature sensing due to their substantial capacitance resulting from the electric double layer effect and the temperature-dependent ion mobility. Here, a skin-inspired printed iontronic bimodal sensor, capable of independently capturing pressure and temperature for robotic electronic skin is proposed. Through the elaborate design of the printable sensor electrodes, the decoupled resistance-capacitance dual measurement mode of the iontronic device is realized, which is used to measure temperature and pressure changes respectively. By leveraging the pressure-independent and temperature-dependent resistance changes of the iontronic film, the pressure-related capacitance value of the iontronic device is temperature compensated, with maximum pressure error of 5.1 % in 0–300 kPa pressure range. A bimodal pressure-temperature sensor array for robot electronic skin is further demonstrated, achieving high-precision temperature sensing and accurate pressure detection during various object manipulation as well as demonstrating a high object recognition accuracy rate of 98.3 %.
author2 School of Electrical and Electronic Engineering
author_facet School of Electrical and Electronic Engineering
He, Qiang
Zhou, Zhongliang
Swe, Mon Myat
Tang, Cindy G.
Wang, Yanju
Leong, Wei Lin
format Article
author He, Qiang
Zhou, Zhongliang
Swe, Mon Myat
Tang, Cindy G.
Wang, Yanju
Leong, Wei Lin
author_sort He, Qiang
title Skin-inspired flexible and printed iontronic sensor enables bimodal sensing of robot skin for machine-learning-assisted object recognition
title_short Skin-inspired flexible and printed iontronic sensor enables bimodal sensing of robot skin for machine-learning-assisted object recognition
title_full Skin-inspired flexible and printed iontronic sensor enables bimodal sensing of robot skin for machine-learning-assisted object recognition
title_fullStr Skin-inspired flexible and printed iontronic sensor enables bimodal sensing of robot skin for machine-learning-assisted object recognition
title_full_unstemmed Skin-inspired flexible and printed iontronic sensor enables bimodal sensing of robot skin for machine-learning-assisted object recognition
title_sort skin-inspired flexible and printed iontronic sensor enables bimodal sensing of robot skin for machine-learning-assisted object recognition
publishDate 2025
url https://hdl.handle.net/10356/181941
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