AI-Driven Wearable Mask-Inspired Self-Healing Sensor Array for Detection and Identification of Volatile Organic Compounds

被引:25
作者
Chen, Mingrui [1 ]
Zhang, Min [2 ]
Yang, Ziyang [1 ]
Zhou, Cheng [1 ]
Cui, Daxiang [1 ]
Haick, Hossam [3 ,4 ]
Tang, Ning [1 ,5 ]
机构
[1] Shanghai Jiao Tong Univ, Sch Elect Informat & Elect Engn, Shanghai 200240, Peoples R China
[2] East China Normal Univ, Sch Chem & Mol Engn, Shanghai 200241, Peoples R China
[3] Technion Israel Inst Technol, Dept Chem Engn, IL-3200003 Haifa, Israel
[4] Technion Israel Inst Technol, Russell Berrie Nanotechnol Inst, IL-3200003 Haifa, Israel
[5] Shanghai Jiao Tong Univ, Precis Res Ctr Refractory Dis, Shanghai Gen Hosp, Sch Med, Shanghai 200025, Peoples R China
基金
欧盟地平线“2020”;
关键词
machine learning; self-healing; volatile organic compounds; wearable sensors; GAS; POLYURETHANE; MEMBRANE;
D O I
10.1002/adfm.202309732
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Volatile organic compounds (VOCs) sensor arrays have garnered considerable attention due to their potential to provide real-time information for monitoring pollution levels and personal health associated concerning VOCs in the ambient environment. Here, an AI-driven wearable mask-inspired self-healing sensor array (MISSA), created using a simplified single-step stacking technique for detecting and identifying VOCs is presented. This wearable MISSA comprises three vertically placed breathable self-healing gas sensors (BSGS) with linear response behavior, consistent repeatability, and reliable self-healing abilities. For wearable and portable monitoring, the MISSA is combined with a flexible printed circuit board (FPCB) to produce a mobile-compatible wireless system. Due to the distinct layers of MISSA, it creates exclusive code bars for four distinct VOCs over three concentration levels. This grants precise gas identification and concentration prognoses with excellent accuracy of 99.77% and 98.3%, respectively. The combination of MISSA with artificial intelligence (AI) suggests its potential as a successful wearable device for long-term daily VOC monitoring and assessment for personal health monitoring scenarios.
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页数:9
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