A flexible, stretchable and wearable strain sensor based on physical eutectogels for deep learning-assisted motion identification

被引:2
|
作者
Liu, Dandan [1 ]
Wang, Shiyu [1 ]
Wang, Hui [3 ]
Zhang, Zhenyu [2 ]
Wang, Haibo [1 ]
机构
[1] Sichuan Univ, Coll Biomass Sci & Engn, Chengdu 610065, Peoples R China
[2] Sichuan Univ, West China Hosp, West China Sch Med, Dept Plast & Burn Surg, Chengdu 610041, Peoples R China
[3] Sichuan Univ, West China Sch Basic Med Sci & Forens Med, Chengdu 610041, Peoples R China
基金
中国国家自然科学基金;
关键词
D O I
10.1039/d4tb00809j
中图分类号
TB3 [工程材料学]; R318.08 [生物材料学];
学科分类号
0805 ; 080501 ; 080502 ;
摘要
Physical eutectogels as a newly emerging type of conductive gel have gained extensive interest for the next generation multifunctional electronic devices. Nevertheless, some obstacles, including weak mechanical performance, low self-adhesive strength, lack of self-healing capacity, and low conductivity, hinder their practical use in wearable strain sensors. Herein, lignin as a green filler and a multifunctional hydrogen bond donor was directly dissolved in a deep eutectic solvent (DES) composed of acrylic acid (AA) and choline chloride, and lignin-reinforced physical eutectogels (DESL) were obtained by the polymerization of AA. Due to the unique features of lignin and DES, the prepared DESL eutectogels exhibit good transparency, UV shielding capacity, excellent mechanical performance, outstanding self-adhesiveness, superior self-healing properties, and high conductivity. Based on the aforementioned integrated functions, a wearable strain sensor displaying a wide working range (0-1500%), high sensitivity (GF = 18.15), rapid responsiveness, and excellent stability and durability (1000 cycles) and capable of detecting diverse human motions was fabricated. Additionally, by combining DESL sensors with a deep learning technique, a gesture recognition system with accuracy as high as 98.8% was achieved. Overall, this work provides an innovative idea for constructing multifunction-integrated physical eutectogels for application in wearable electronics. A stretchable lignin-reinforced physical eutectogel was constructed and used as a wearable strain sensor, which displays promising potential in human motion detection and gesture recognition by combing with deep-learning techniques.
引用
收藏
页码:6102 / 6116
页数:15
相关论文
共 50 条
  • [31] Properties of Stretchable and Flexible Strain Sensor Based on Silver/PDMS Nanocomposites
    Min, S. Han
    Asrulnizam, A. M.
    Atsunori, M.
    Mariatti, M.
    MATERIALS TODAY-PROCEEDINGS, 2019, 17 : 616 - 622
  • [32] Highly flexible and sensitive wearable strain and pressure sensor based on porous graphene paper for human motion
    Yan Yang
    Honglie Shen
    Zhiyan Yang
    Jiale Yang
    Zehui Wang
    Kai Gao
    Journal of Materials Science: Materials in Electronics, 2022, 33 : 17637 - 17648
  • [33] A Stretchable Strain Sensor Based on CNTs/GR for Human Motion Monitoring
    Chen, Delin
    Zhao, Hongmei
    Yang, Weidong
    Wang, Dawei
    Huang, Xiaowei
    Miao, Dagang
    NANO, 2021, 16 (13)
  • [34] An ultrasensitive and stretchable strain sensor based on a microcrack structure for motion monitoring
    Hao Sun
    Xudong Fang
    Ziyan Fang
    Libo Zhao
    Bian Tian
    Prateek Verma
    Ryutaro Maeda
    Zhuangde Jiang
    Microsystems & Nanoengineering, 8
  • [35] An ultrasensitive and stretchable strain sensor based on a microcrack structure for motion monitoring
    Sun, Hao
    Fang, Xudong
    Fang, Ziyan
    Zhao, Libo
    Tian, Bian
    Verma, Prateek
    Maeda, Ryutaro
    Jiang, Zhuangde
    MICROSYSTEMS & NANOENGINEERING, 2022, 8 (01)
  • [36] A Deep Learning-Assisted Visible Light Positioning Scheme for Vehicles With Image Sensor
    He, Jing
    Zhou, Biao
    IEEE PHOTONICS JOURNAL, 2022, 14 (04):
  • [37] Deep Learning-Assisted Visualized Fluorometric Sensor Array for Biogenic Amines Detection
    Tan, Xiaoqing
    Ye, Yingying
    Liu, Hong
    Meng, Jianxin
    Yang, Lin-Lin
    Li, Fengyu
    CHINESE JOURNAL OF CHEMISTRY, 2022, 40 (05) : 609 - 616
  • [38] Multifunctional Human-Computer Interaction System Based on Deep Learning-Assisted Strain Sensing Array
    Gu, Hao
    Jiang, Ke
    Yu, Fei
    Wang, Liying
    Yang, Xijia
    Li, Xuesong
    Jiang, Yi
    Lu, Wei
    Sun, Xiaojuan
    ACS APPLIED MATERIALS & INTERFACES, 2024, 16 (40) : 54496 - 54507
  • [39] Flexible, Stretchable and Wearable Multifunctional Sensor Array as Artificial Electronic Skin for Static and Dynamic Strain Mapping
    Zhao, Xiaoli
    Hua, Qilin
    Yu, Ruomeng
    Zhang, Yan
    Pan, Caofeng
    ADVANCED ELECTRONIC MATERIALS, 2015, 1 (07):
  • [40] Deep learning-assisted flavonoid-based fluorescent sensor array for the nondestructive detection of meat freshness
    Li, Min
    Xu, Jianguo
    Peng, Chifang
    Wang, Zhouping
    FOOD CHEMISTRY, 2024, 447