Technology evolution from self-powered sensors to AIoT enabled smart homes

被引:232
作者
Dong, Bowei [1 ,2 ]
Shi, Qiongfeng [1 ,2 ]
Yang, Yanqin [1 ,2 ]
Wen, Feng [1 ,2 ,3 ]
Zhang, Zixuan [1 ,2 ]
Lee, Chengkuo [1 ,2 ,3 ,4 ]
机构
[1] Natl Univ Singapore, Dept Elect & Comp Engn, 4 Engn Dr 3, Singapore 117576, Singapore
[2] Natl Univ Singapore, Ctr Intelligent Sensors & MEMS CISM, 5 Engn Dr 1, Singapore 117608, Singapore
[3] NUS Suzhou Res Inst NUSRI, Suzhou Ind Pk, Suzhou 215123, Peoples R China
[4] Natl Univ Singapore, NUS Grad Sch Integrat Sci & Engn, Singapore 117456, Singapore
基金
新加坡国家研究基金会;
关键词
Artificial intelligence of things (AIoT); Self-powered sensor; Self-sustainable system; Triboelectric nanogenerator (TENG); STRETCHABLE TRIBOELECTRIC NANOGENERATOR; RESISTIVE STRAIN SENSORS; PRESSURE SENSORS; PIEZOELECTRIC POLYMER; HIGH-SENSITIVITY; ULTRASENSITIVE PRESSURE; MONITORING-SYSTEM; ENERGY HARVESTERS; ACOUSTIC SENSOR; TACTILE SENSOR;
D O I
10.1016/j.nanoen.2020.105414
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
The need of self-powered sensors and self-sustainable micro-/nano-systems is increasing for smart home applications. With the aid of the fifth-generation (5G) wireless communication and the artificial intelligence (AI) technology, numerous sensors can form an artificial intelligence of things (AIoT) system with a cloud computing server to collect, store, process, analyze data, and control the system. In this review, we briefly introduce the major sensor transducing mechanisms and the corresponding representative sensors. Then we emphasize the discussion of triboelectric sensors and their use as various types of human machine interfaces (HMIs). Regarding integrated self-sustainable systems with energy storage function for more general application scenarios, we present the recent advances of integration of triboelectric nanogenerator with supercapacitors, lithium-ion batteries, and solar cells. The development of materials and configurations with novel functionalities to improve the system performance are discussed. We present the state-of-the-art works based on the synergy between wearable sensors and AI technology, highlighting the system-level function of analyzing abundant sensory data, recognizing events, and making decisions accordingly. We wrap up the review by providing our perspectives of future development of self-powered sensors and self-sustainable micro-/nano-systems towards improved wearability, multifunctionality, better self-sustainability via multi-domain energy harvesting and storage technology integration, and higher-level intelligence for complex scenarios. The need of self-powered sensors and self-sustainable micro-/nano-systems is increasing for smart home applications. With the aid of the fifth-generation (5G) wireless communication and the artificial intelligence (AI) technology, numerous sensors can form an artificial intelligence of things (AIoT) system with a cloud computing server to collect, store, process, analyze data, and control the system. In this review, we briefly introduce the major sensor transducing mechanisms and the corresponding representative sensors. Then we emphasize the discussion of triboelectric sensors and their use as various types of human machine interfaces (HMIs). Regarding integrated self-sustainable systems with energy storage function for more general application scenarios, we present the recent advances of integration of triboelectric nanogenerator with supercapacitors, lithium-ion batteries, and solar cells. The development of materials and configurations with novel functionalities to improve the system performance are discussed. We present the state-of-the-art works based on the synergy between wearable sensors and AI technology, highlighting the system-level function of analyzing abundant sensory data, recognizing events, and making decisions accordingly. We wrap up the review by providing our perspectives of future development of self-powered sensors and self-sustainable micro-/nano-systems towards improved wearability, multifunctionality, better self-sustainability via multi-domain energy harvesting and storage technology integration, and higher-level intelligence for complex scenarios.
引用
收藏
页数:23
相关论文
共 249 条
[1]   Piezoelectric energy harvesters for biomedical applications [J].
Ali, Faizan ;
Raza, Waseem ;
Li, Xilin ;
Gul, Hajera ;
Kim, Ki-Hyun .
NANO ENERGY, 2019, 57 :879-902
[2]   Biomimetics for high-performance flexible tactile sensors and advanced artificial sensory systems [J].
Amoli, Vipin ;
Kim, So Young ;
Kim, Joo Sung ;
Choi, Hanbin ;
Koo, Jehyoung ;
Kim, Do Hwan .
JOURNAL OF MATERIALS CHEMISTRY C, 2019, 7 (47) :14816-14844
[3]   Transparent and flexible fingerprint sensor array with multiplexed detection of tactile pressure and skin temperature [J].
An, Byeong Wan ;
Heo, Sanghyun ;
Ji, Sangyoon ;
Bien, Franklin ;
Park, Jang-Ung .
NATURE COMMUNICATIONS, 2018, 9
[4]   Self-powered eye motion sensor based on triboelectric interaction and near-field electrostatic induction for wearable assistive technologies [J].
Anaya, David Vera ;
He, Tianyiyi ;
Lee, Chengkuo ;
Yuce, Mehmet R. .
NANO ENERGY, 2020, 72
[5]  
Arab Hassani F., Smart Mater. Med, V1, P92, DOI [10.1016/j.smaim.2020.07.005, DOI 10.1016/J.SMAIM.2020.07.005]
[6]   Graded intrafillable architecture-based iontronic pressure sensor with ultra-broad-range high sensitivity [J].
Bai, Ningning ;
Wang, Liu ;
Wang, Qi ;
Deng, Jue ;
Wang, Yan ;
Lu, Peng ;
Huang, Jun ;
Li, Gang ;
Zhang, Yuan ;
Yang, Junlong ;
Xie, Kewei ;
Zhao, Xuanhe ;
Guo, Chuan Fei .
NATURE COMMUNICATIONS, 2020, 11 (01)
[7]   Wearable sweat sensors [J].
Bariya, Mallika ;
Nyein, Hnin Yin Yin ;
Javey, Ali .
NATURE ELECTRONICS, 2018, 1 (03) :160-171
[8]   Biodegradable and flexible arterial-pulse sensor for the wireless monitoring of blood flow [J].
Boutry, Clementine M. ;
Beker, Levent ;
Kaizawa, Yukitoshi ;
Vassos, Christopher ;
Tran, Helen ;
Hinckley, Allison C. ;
Pfattner, Raphael ;
Niu, Simiao ;
Li, Junheng ;
Claverie, Jean ;
Wang, Zhen ;
Chang, James ;
Fox, Paige M. ;
Bao, Zhenan .
NATURE BIOMEDICAL ENGINEERING, 2019, 3 (01) :47-57
[9]   Ultrasensitive and Highly Stable Resistive Pressure Sensors with Biomaterial-Incorporated Interfacial Layers for Wearable Health-Monitoring and Human-Machine Interfaces [J].
Chang, Hochan ;
Kim, Sungwoong ;
Jin, Sumin ;
Lee, Seung-Woo ;
Yang, Gil-Tae ;
Lee, Ki-Young ;
Yi, Hyunjung .
ACS APPLIED MATERIALS & INTERFACES, 2018, 10 (01) :1067-1076
[10]   Self-powered on-line ion concentration monitor in water transportation driven by triboelectric nanogenerator [J].
Chen, Chen ;
Wen, Zhen ;
Wei, Aimin ;
Xie, Xinkai ;
Zhai, Ningning ;
Wei, Xuelian ;
Peng, Mingfa ;
Liu, Yina ;
Sun, Xuhui ;
Yeow, John T. W. .
NANO ENERGY, 2019, 62 :442-448