MoS2-Based Flexible LC Sensor With an FCNN Algorithm for Simultaneous Temperature and Humidity Detection

被引:6
作者
Miao, HaiLiang [1 ]
Gao, Yang [1 ,2 ]
Biao, Xiao [3 ]
Xuan, Fuzhen [1 ]
机构
[1] East China Univ Sci & Technol, Sch Mech & Power Engn, Shanghai Key Lab Intelligent Sensing & Detect Tec, Shanghai 200237, Peoples R China
[2] Wuhan Text Univ, State Key Lab New Text Mat & Adv Proc Technol, Wuhan 430200, Peoples R China
[3] Shanghai Inst Special Equipment Inspect & Tech Re, Shanghai 200062, Peoples R China
基金
中国国家自然科学基金;
关键词
Flexible sensor; humidity sensing; inductance-capacitance (LC) sensor; temperature sensing;
D O I
10.1109/JSEN.2023.3317399
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The development of a flexible passive inductance-capacitance (LC) sensor with simultaneous multiple parameters sensing capability is highly desired in practical applications due to the reduced volume, weight, and cost. Different from the integration of multiple LC sensing loops for responding to different stimuli, in this study, we propose a molybdenum disulfide (MoS2)-based flexible LC sensor with a fully connected neural network (FCNN) algorithm for simultaneous temperature and humidity detection. The LC sensor is prepared using a cost-effective and easy-to-operate process including shadow mask printing, chemical etching, and MoS2 drop-coating. The MoS2 is employed as the active material to enhance the temperature and humidity sensing ability of the device, with high sensitivities up to -107.2 kHz/%RH and 142.92 kHz/ degrees C, respectively. Moreover, the FCNN algorithm is used for decoupling the sensing data to simultaneously measure humidity and temperature. Temperature and humidity values predicted by the FCNN are close to the experimental values, with errors less than 10%.
引用
收藏
页码:25724 / 25731
页数:8
相关论文
共 37 条
[1]   Synthesis and humidity sensing properties of ZnSnO3 cubic crystallites [J].
Bauskar, Dipak ;
Kale, B. B. ;
Patil, Pradip .
SENSORS AND ACTUATORS B-CHEMICAL, 2012, 161 (01) :396-400
[2]   Ultrahigh humidity sensitivity of graphene oxide [J].
Bi, Hengchang ;
Yin, Kuibo ;
Xie, Xiao ;
Ji, Jing ;
Wan, Shu ;
Sun, Litao ;
Terrones, Mauricio ;
Dresselhaus, Mildred S. .
SCIENTIFIC REPORTS, 2013, 3
[3]   Symmetric LC Circuit Configurations for Passive Wireless Multifunctional Sensors [J].
Deng, Wen-Jun ;
Wang, Li-Feng ;
Dong, Lei ;
Huang, Qing-An .
JOURNAL OF MICROELECTROMECHANICAL SYSTEMS, 2019, 28 (03) :344-350
[4]   Dielectric Breakdown of Polyimide Films: Area, Thickness and Temperature Dependence [J].
Diaham, S. ;
Zelmat, S. ;
Locatelli, M. -L. ;
Dinculescu, S. ;
Decup, M. ;
Lebey, T. .
IEEE TRANSACTIONS ON DIELECTRICS AND ELECTRICAL INSULATION, 2010, 17 (01) :18-27
[5]   Multi-Parameters Detection Implemented by LC Sensors With Branching Inductors [J].
Dong, Lei ;
Deng, Wen-Jun ;
Wang, Li-Feng ;
Huang, Qing-An .
IEEE SENSORS JOURNAL, 2019, 19 (01) :304-310
[6]   Implementation of Multiparameter Monitoring by an LC-Type Passive Wireless Sensor Through Specific Winding Stacked Inductors [J].
Dong, Lei ;
Wang, Li-Feng ;
Huang, Qing-An .
IEEE INTERNET OF THINGS JOURNAL, 2015, 2 (02) :168-174
[7]   Compact readout system for chipless passive LC tags and its application for humidity monitoring [J].
Escobedo, P. ;
Martinez-Olmos, A. ;
Fernandez-Salmeron, J. ;
Rivadeneyra, A. ;
Capitan-Vallvey, L. F. ;
Palma, A. J. ;
Carvajal, M. A. .
SENSORS AND ACTUATORS A-PHYSICAL, 2018, 280 :287-294
[8]   Wireless Humidity Sensor for Smart Packaging via One-step Laser-Induced Patterning and Nanoparticle Formation on Metallized Paper [J].
Gopalakrishnan, Sarath ;
Sedaghat, Sotoudeh ;
Krishnakumar, Akshay ;
He, Zihao ;
Wang, Haiyan ;
Rahimi, Rahim .
ADVANCED ELECTRONIC MATERIALS, 2022, 8 (07)
[9]   Wireless passive separated LC temperature sensor based on high-temperature co-fired ceramic operating up to 1500 °C [J].
Ji, Yaohui ;
Tan, Qiulin ;
Lu, Xiao ;
Zhang, Guangjin ;
Zhang, Wendong ;
Xiong, Jijun .
JOURNAL OF MICROMECHANICS AND MICROENGINEERING, 2019, 29 (03)
[10]   A Novel Surface LC Wireless Passive Temperature Sensor Applied in Ultra-High Temperature Measurement [J].
Ji, Yaohui ;
Tan, Qiulin ;
Wang, Haixing ;
Lv, Wen ;
Dong, Helei ;
Xiong, Jijun .
IEEE SENSORS JOURNAL, 2019, 19 (01) :105-112