Soft Magnetic Skin's Deformation Analysis for Tactile Perception
Gui, Mei-Jiang1,2; Zhou, Xiao-Hu1,2; Xie, Xiao-Liang1,2; Liu, Shi-Qi1,2; Feng, Zhen-Qiu1,2; Hou, Zeng-Guang1,2,3,4
发表期刊IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS
ISSN0278-0046
2023-12-01
卷号70期号:12页码:12883-12893
摘要

Soft magnetic skins have been widely adopted for tactile perception due to their high accuracy and simple wiring advantages. However, the perceptual properties of magnetic skins are limited by information mapping relationships with weak interpretation. To overcome existing limitations, dynamic Young's modulus (DYM) is proposed in this article based on the strain energy density function to precisely describe the compression stiffness of magnetic skins. Furthermore, a highly interpretable and broadly applicable method is derived using DYM to analyze a cylindrical magnetic skin's deformation process as the skin deformed under external mechanic load. Extensive experiments in simulated and real situations with different deformations are carried out to verify the proposed method. Experimental results demonstrate that 0.14% and 0.43% relative errors in simulated and real environments, respectively, can be reached. Moreover, the proposed method can achieve minimum errors in almost all situations than data-driven or state-of-the-art analysis approaches. And the generality of the proposed method is validated by experiments conducted on skins with two different shapes. These promising results indicate the potential of the proposed method in establishing practical information mapping relationships for magnetic skins, probably addressing the significant challenges for magnetic skin application in complex scenarios.

关键词Soft magnetic skins deformations analy-sis dynamic Young's modulus (DYM) finite-element simulation tactile perception
DOI10.1109/TIE.2022.3232669
关键词[WOS]SENSOR
收录类别SCI
语种英语
资助项目National Natural Science Foundation of China[62003343] ; National Natural Science Foundation of China[62222316] ; National Natural Science Foundation of China[U1913601] ; National Natural Science Foundation of China[62073325] ; National Natural Science Foundation of China[61720106012] ; National Natural Science Foundation of China[U20A20224] ; National Natural Science Foundation of China[U1913210] ; Beijing Natural Science Foundation[M22008] ; Youth Innovation Promotion Association of Chinese Academy of Sciences (CAS)[2020140] ; Strategic Priority Research Program of CAS[XDB32040000] ; Beijing Science and Technology Program[Z211100007921021]
项目资助者National Natural Science Foundation of China ; Beijing Natural Science Foundation ; Youth Innovation Promotion Association of Chinese Academy of Sciences (CAS) ; Strategic Priority Research Program of CAS ; Beijing Science and Technology Program
WOS研究方向Automation & Control Systems ; Engineering ; Instruments & Instrumentation
WOS类目Automation & Control Systems ; Engineering, Electrical & Electronic ; Instruments & Instrumentation
WOS记录号WOS:001013415800096
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
七大方向——子方向分类智能传感器
国重实验室规划方向分类环境多维感知
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引用统计
被引频次:3[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/54123
专题多模态人工智能系统全国重点实验室_医疗机器人
通讯作者Zhou, Xiao-Hu; Hou, Zeng-Guang
作者单位1.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
2.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100049, Peoples R China
3.CAS Ctr Excellence Brain Sci & Intelligence Techno, Beijing 100190, Peoples R China
4.Macau Univ Sci & Technol, Inst Syst Engn, Joint Lab Intelligence Sci & Technol, Macau 999078, Peoples R China
第一作者单位中国科学院自动化研究所
通讯作者单位中国科学院自动化研究所
推荐引用方式
GB/T 7714
Gui, Mei-Jiang,Zhou, Xiao-Hu,Xie, Xiao-Liang,et al. Soft Magnetic Skin's Deformation Analysis for Tactile Perception[J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS,2023,70(12):12883-12893.
APA Gui, Mei-Jiang,Zhou, Xiao-Hu,Xie, Xiao-Liang,Liu, Shi-Qi,Feng, Zhen-Qiu,&Hou, Zeng-Guang.(2023).Soft Magnetic Skin's Deformation Analysis for Tactile Perception.IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS,70(12),12883-12893.
MLA Gui, Mei-Jiang,et al."Soft Magnetic Skin's Deformation Analysis for Tactile Perception".IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS 70.12(2023):12883-12893.
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