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Wang Y, Zhao J, Zeng X, Huang J, Wen Y, Brugger J, Zhang X. All-Printed Finger-Inspired Tactile Sensor Array for Microscale Texture Detection and 3D Reconstruction. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024:e2400479. [PMID: 38696643 DOI: 10.1002/advs.202400479] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/12/2024] [Revised: 04/18/2024] [Indexed: 05/04/2024]
Abstract
Electronic skins are expected to replicate a human-like tactile sense, which significantly detects surface information, including geometry, material, and temperature. Although most texture features can be sensed in the horizontal direction, the lack of effective approaches for detecting vertical properties limits the development of artificial skin based on tactile sensors. In this study, an all-printed finger-inspired tactile sensor array is developed to realize the 3D detection and reconstruction of microscale structures. A beam structure with a suspended multilayer membrane is proposed, and a tactile sensor array of 12 units arranged in a dual-column layout is developed. This architecture enables the tactile sensor array to obtain comprehensive geometric information of micro-textures, including 3D morphology and clearance characteristics, and optimizes the 3D reconstruction patterns by self-calibration. Moreover, an innovative screen-printing technology incorporating multilayer printing and sacrificial-layer techniques is adopted to print the entire device. In additon, a Braille recognition system utilizing this tactile sensor array is developed to interpret Shakespeare's quotes printed in Grade 2 Braille. The abovementioned demonstrations reveal an attractive future vision for endowing bioinspired robots with the unique capability of touching and feeling the microscale real world and reconstructing it in the cyber world.
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Affiliation(s)
- Yilin Wang
- School of Integrated Circuit Science and Engineering, University of Electronic Science and Technology of China, Chengdu, 611731, China
| | - Jiafeng Zhao
- School of Integrated Circuit Science and Engineering, University of Electronic Science and Technology of China, Chengdu, 611731, China
| | - Xu Zeng
- School of Integrated Circuit Science and Engineering, University of Electronic Science and Technology of China, Chengdu, 611731, China
| | - Jingwen Huang
- School of Integrated Circuit Science and Engineering, University of Electronic Science and Technology of China, Chengdu, 611731, China
| | - Yading Wen
- School of Integrated Circuit Science and Engineering, University of Electronic Science and Technology of China, Chengdu, 611731, China
| | - Juergen Brugger
- Microsystems Laboratory, Ecole Polytechnique Fédérale de Lausanne, Lausanne, 1015, Switzerland
| | - Xiaosheng Zhang
- School of Integrated Circuit Science and Engineering, University of Electronic Science and Technology of China, Chengdu, 611731, China
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2
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Wu B, Jiang T, Yu Z, Zhou Q, Jiao J, Jin ML. Proximity Sensing Electronic Skin: Principles, Characteristics, and Applications. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2308560. [PMID: 38282110 PMCID: PMC10987137 DOI: 10.1002/advs.202308560] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/09/2023] [Revised: 12/27/2023] [Indexed: 01/30/2024]
Abstract
The research on proximity sensing electronic skin has garnered significant attention. This electronic skin technology enables detection without physical contact and holds vast application prospects in areas such as human-robot collaboration, human-machine interfaces, and remote monitoring. Especially in the context of the spread of infectious diseases like COVID-19, there is a pressing need for non-contact detection to ensure safe and hygienic operations. This article comprehensively reviews the significant advancements in the field of proximity sensing electronic skin technology in recent years. It covers the principles, as well as single-type proximity sensors with characteristics such as a large area, multifunctionality, strain, and self-healing capabilities. Additionally, it delves into the research progress of dual-type proximity sensors. Furthermore, the article places a special emphasis on the widespread applications of flexible proximity sensors in human-robot collaboration, human-machine interfaces, and remote monitoring, highlighting their importance and potential value across various domains. Finally, the paper provides insights into future advancements in flexible proximity sensor technology.
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Affiliation(s)
- Bingwei Wu
- Heart Center, Qingdao Hiser Hospital Affiliated of Qingdao UniversityQingdao UniversityQingdao266033China
- Institute for Future, Shandong Key Laboratory of Industrial Control Technology, School of AutomationQingdao UniversityQingdao266071China
| | - Ting Jiang
- Heart Center, Qingdao Hiser Hospital Affiliated of Qingdao UniversityQingdao UniversityQingdao266033China
| | - Zhongxiang Yu
- Heart Center, Qingdao Hiser Hospital Affiliated of Qingdao UniversityQingdao UniversityQingdao266033China
| | - Qihui Zhou
- Heart Center, Qingdao Hiser Hospital Affiliated of Qingdao UniversityQingdao UniversityQingdao266033China
- School of Rehabilitation Sciences and EngineeringUniversity of Health and Rehabilitation SciencesQingdao266000China
| | - Jian Jiao
- Peng Cheng LaboratoryShenzhen518055China
| | - Ming Liang Jin
- Institute for Future, Shandong Key Laboratory of Industrial Control Technology, School of AutomationQingdao UniversityQingdao266071China
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Ma T, Zhang M. Data-Driven Contact-Based Thermosensation for Enhanced Tactile Recognition. SENSORS (BASEL, SWITZERLAND) 2024; 24:369. [PMID: 38257462 PMCID: PMC10819413 DOI: 10.3390/s24020369] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/14/2023] [Revised: 01/02/2024] [Accepted: 01/05/2024] [Indexed: 01/24/2024]
Abstract
Thermal feedback plays an important role in tactile perception, greatly influencing fields such as autonomous robot systems and virtual reality. The further development of intelligent systems demands enhanced thermosensation, such as the measurement of thermal properties of objects to aid in more accurate system perception. However, this continues to present certain challenges in contact-based scenarios. For this reason, this study innovates by using the concept of semi-infinite equivalence to design a thermosensation system. A discrete transient heat transfer model was established. Subsequently, a data-driven method was introduced, integrating the developed model with a back propagation (BP) neural network containing dual hidden layers, to facilitate accurate calculation for contact materials. The network was trained using the thermophysical data of 67 types of materials generated by the heat transfer model. An experimental setup, employing flexible thin-film devices, was constructed to measure three solid materials under various heating conditions. Results indicated that measurement errors stayed within 10% for thermal conductivity and 20% for thermal diffusion. This approach not only enables quick, quantitative calculation and identification of contact materials but also simplifies the measurement process by eliminating the need for initial temperature adjustments, and minimizing errors due to model complexity.
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Affiliation(s)
| | - Min Zhang
- Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen 518055, China;
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Song X, Wang Q, Liu Q, Yu L, Wang S, Yao N, Tong L, Zhang L. Twisted Optical Micro/Nanofibers Enabled Detection of Subtle Temperature Variation. ACS APPLIED MATERIALS & INTERFACES 2023; 15:47177-47183. [PMID: 37755699 DOI: 10.1021/acsami.3c07831] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/28/2023]
Abstract
The detection of subtle temperature variation plays an important role in many applications, including proximity sensing in robotics, temperature measurements in microfluidics, and tumor monitoring in healthcare. Herein, a flexible miniaturized optical temperature sensor is fabricated by embedding twisted micro/nanofibers in a thin layer of polydimethylsiloxane. Enabled by the dramatic change of the coupling ratio under subtle temperature variation, the sensor exhibits an ultrahigh sensitivity (-30 nm/°C) and high resolution (0.0012 °C). As a proof-of-concept demonstration, a robotic arm equipped with our sensor can avoid undesired collisions by detecting the subtle temperature variation caused by the existence of a human. Moreover, benefiting from the miniaturized and engineerable sensing structure, real-time measurement of subtle temperature variation in microfluidic chips is realized. These initial results pave the way toward a category of optical sensing devices ranging from robotic skin to human-machine interfaces and implantable healthcare sensors.
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Affiliation(s)
- Xingda Song
- Research Center for Humanoid Sensing, Zhejiang Lab, Hangzhou 311121, China
- State Key Laboratory of Modern Optical Instrumentation, College of Optical Science and Engineering, Zhejiang University, Hangzhou 310027, China
| | - Qi Wang
- Research Center for Humanoid Sensing, Zhejiang Lab, Hangzhou 311121, China
| | - Qiulan Liu
- Research Center for Intelligent Chips and Devices, Zhejiang Lab, Hangzhou 311121, China
| | - Longteng Yu
- Research Center for Humanoid Sensing, Zhejiang Lab, Hangzhou 311121, China
| | - Shipeng Wang
- Research Center for Humanoid Sensing, Zhejiang Lab, Hangzhou 311121, China
| | - Ni Yao
- Research Center for Humanoid Sensing, Zhejiang Lab, Hangzhou 311121, China
| | - Limin Tong
- State Key Laboratory of Modern Optical Instrumentation, College of Optical Science and Engineering, Zhejiang University, Hangzhou 310027, China
| | - Lei Zhang
- Research Center for Humanoid Sensing, Zhejiang Lab, Hangzhou 311121, China
- State Key Laboratory of Modern Optical Instrumentation, College of Optical Science and Engineering, Zhejiang University, Hangzhou 310027, China
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Wang S, Wang X, Wang Q, Ma S, Xiao J, Liu H, Pan J, Zhang Z, Zhang L. Flexible Optoelectronic Multimodal Proximity/Pressure/Temperature Sensors with Low Signal Interference. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2023:e2304701. [PMID: 37532248 DOI: 10.1002/adma.202304701] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Revised: 08/01/2023] [Indexed: 08/04/2023]
Abstract
Multimodal tactile sensors are a crucial part of intelligent human-machine interaction and collaboration. Simultaneous detection of proximity, pressure, and temperature on a single sensor can greatly promote the safety, interactivity, and compactness of interaction systems. However, severe signal interference and complex decoupling algorithms hinder the actual applications. Here, this work reports a flexible optoelectronic multimodal sensor capable of detecting and decoupling proximity/pressure/temperature by integrating a light waveguide and an interdigital electrode (IDE) into a compact fibrous sensor. Negligible signal interference is realized by combining heterogeneous sensing mechanisms of optics and electronics, which encodes proximity into capacitance, pressure into light intensity and temperature into resistance. The sensor exhibits a large sensing distance of 225 mm with fast responses for proximity detection, a pressure sensitivity of 0.42 N-1 , and a temperature sensitivity of 7% °C-1 . As a proof of concept, a doll equipped with the sensor can accurately discriminate and detect various stimuli, thus achieving safe and immersive interactions with the user. This work opens up promising paths for self-decoupled multimodal sensors and related human/machine/environment interaction applications.
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Affiliation(s)
- Shan Wang
- Research Center for Humanoid Sensing, Zhejiang Lab, Hangzhou, 311100, China
| | - Xiaoyu Wang
- Research Center for Humanoid Sensing, Zhejiang Lab, Hangzhou, 311100, China
| | - Qi Wang
- Research Center for Humanoid Sensing, Zhejiang Lab, Hangzhou, 311100, China
| | - Shuqi Ma
- Research Center for Humanoid Sensing, Zhejiang Lab, Hangzhou, 311100, China
| | - Jianliang Xiao
- Research Center for Humanoid Sensing, Zhejiang Lab, Hangzhou, 311100, China
| | - Haitao Liu
- Research Center for Humanoid Sensing, Zhejiang Lab, Hangzhou, 311100, China
| | - Jing Pan
- Research Center for Humanoid Sensing, Zhejiang Lab, Hangzhou, 311100, China
| | - Zhang Zhang
- Research Center for Humanoid Sensing, Zhejiang Lab, Hangzhou, 311100, China
| | - Lei Zhang
- Research Center for Humanoid Sensing, Zhejiang Lab, Hangzhou, 311100, China
- State Key Laboratory of Modern Optical Instrumentation, College of Optical Science and Engineering, Zhejiang University, Hangzhou, 310027, China
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Klimaszewski J, Wildner K, Ostaszewska-Liżewska A, Władziński M, Możaryn J. Robot-Based Calibration Procedure for Graphene Electronic Skin. SENSORS (BASEL, SWITZERLAND) 2022; 22:6122. [PMID: 36015884 PMCID: PMC9416129 DOI: 10.3390/s22166122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/01/2022] [Revised: 08/05/2022] [Accepted: 08/12/2022] [Indexed: 06/15/2023]
Abstract
The paper describes the semi-automatised calibration procedure of an electronic skin comprising screen-printed graphene-based sensors intended to be used for robotic applications. The variability of sensitivity and load characteristics among sensors makes the practical use of the e-skin extremely difficult. As the number of active elements forming the e-skin increases, this problem becomes more significant. The article describes the calibration procedure of multiple e-skin array sensors whose parameters are not homogeneous. We describe how an industrial robot equipped with a reference force sensor can be used to automatise the e-skin calibration procedure. The proposed methodology facilitates, speeds up, and increases the repeatability of the e-skin calibration. Finally, for the chosen example of a nonhomogeneous sensor matrix, we provide details of the data preprocessing, the sensor modelling process, and a discussion of the obtained results.
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Affiliation(s)
- Jan Klimaszewski
- Warsaw University of Technology, Faculty of Mechatronics, Institute of Automatic Control and Robotics, A. Boboli 8 Street, 02-525 Warsaw, Poland
| | - Krzysztof Wildner
- Warsaw University of Technology, Faculty of Mechatronics, Institute of Metrology and Biomedical Engineering, A. Boboli 8 Street, 02-525 Warsaw, Poland
| | - Anna Ostaszewska-Liżewska
- Warsaw University of Technology, Faculty of Mechatronics, Institute of Metrology and Biomedical Engineering, A. Boboli 8 Street, 02-525 Warsaw, Poland
| | - Michał Władziński
- Warsaw University of Technology, Faculty of Mechatronics, Institute of Metrology and Biomedical Engineering, A. Boboli 8 Street, 02-525 Warsaw, Poland
| | - Jakub Możaryn
- Warsaw University of Technology, Faculty of Mechatronics, Institute of Automatic Control and Robotics, A. Boboli 8 Street, 02-525 Warsaw, Poland
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E-Skin Using Fringing Field Electrical Impedance Tomography with an Ionic Liquid Domain. SENSORS 2022; 22:s22135040. [PMID: 35808533 PMCID: PMC9269852 DOI: 10.3390/s22135040] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/18/2022] [Revised: 06/30/2022] [Accepted: 07/01/2022] [Indexed: 11/17/2022]
Abstract
Electrical impedance tomography (EIT) is a promising technique for large area tactile sensing for robotic skin. This study presents a novel EIT-based force and touch sensor that features a latex membrane acting as soft skin and an ionic liquid domain. The sensor works based on fringing field EIT where the touch or force leads to a deformation in the latex membrane causing detectable changes in EIT data. This article analyses the performance of this electronic skin in terms of its dynamical behaviour, position accuracy and quantitative force sensing. Investigation into the sensor’s performance showed it to be hypersensitive, in that it can reliably detect forces as small as 64 mN. Furthermore, multi-touch discrimination and annular force sensing is displayed. The hysteresis in force sensing is investigated showing a very negligible hysteresis. This is a direct result of the latex membrane and the ionic liquid-based domain design compared to more traditional fabric-based touch sensors due to the reduction in electromechanical coupling. A novel test is devised that displayed the dynamic performance of the sensor by showing its ability to record a 1 Hz frequency, which was applied to the membrane in a tapping fashion. Overall, the results show a considerable progress in ionic liquid EIT-based sensors. These findings place the EIT-based sensors that comprise a liquid domain, at the forefront of research into tactile robotic skin.
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