Machine Learning Assisted-Intelligent Lactic Acid Monitoring in Sweat Supported by a Perspiration-Driven Self-Powered Sensor

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作者信息关键词期刊信息基础信息归属信息摘要

成果类型：

期刊论文

作者：

Xu, Jing;Li, Yujin;Wang, Futing;Li, Wangchen;Zhan, Jiajun;...

通讯作者：

Cai, R

作者机构：

[Xu, Jing; Li, Yujin] Xinyang Normal Univ, Coll Chem & Chem Engn, Dabie Mt Lab, Xinyang 464000, Peoples R China.

[Xu, Jing; Song, Changxiao; Li, Yujin; Wang, Futing; Cai, Ren; Zhan, Jiajun; Tan, Weihong] Hunan Univ, Mol Sci & Biomed Lab, State Key Lab Chemo Biosensing & Chemometr, Coll Mat Sci & Engn,Coll Chem & Chem Engn,Coll Bio, Changsha 410082, Peoples R China.

[Li, Wangchen] China Univ Petr, Coll Pipeline & Civil Engn, Qingdao 266580, Shandong, Peoples R China.

[Yang, Hongfen; Deng, Suping] Univ South China, Sch Publ Hlth, Hengyang Med Sch, Hunan Key Lab Typ Environm Pollut & Hlth Hazards, Hengyang 421001, Hunan, Peoples R China.

[Tan, Weihong] Chinese Acad Sci, Canc Hosp, Zhejiang Canc Hosp, Hangzhou Inst Med,Univ Chinese Acad Sci, Hangzhou 310022, Zhejiang, Peoples R China.

通讯机构：

[Cai, R ] H

Hunan Univ, Mol Sci & Biomed Lab, State Key Lab Chemo Biosensing & Chemometr, Coll Mat Sci & Engn,Coll Chem & Chem Engn,Coll Bio, Changsha 410082, Peoples R China.

语种：

英文

关键词：

Fully wearable sensor;Machine learning;Perspiration-driven self-powered sensor;Real-time monitoring

期刊：

NANO LETTERS

ISSN：

1530-6984

年：

2025

卷：

期：

页码：

2968–2977

DOI：

10.1021/acs.nanolett.4c06485

基金类别：

National Natural Science Foundation of China [235200810056]; Joint Fund Project for Technology Research and Development Plan of Henan Technology [2024JJ5348, 2021JJ20020]; Hunan Provincial Natural Science Foundation of China [22004032]; National Natural Science Foundation of China; Dabie Mountain Laboratory, Nanhu Scholars Program for Young Scholars of XYNU

机构署名：

本校为其他机构

院系归属：

公共卫生学院

摘要：

Lactic acid has aroused increasing attention due to its close association with serious diseases. A real-time, dynamic, and intelligent detection method is vital for sensitive detection of lactic acid. Here, a machine learning (ML)-assisted perspiration-driven self-powered sensor (PDS sensor) is fabricated using Ni-ZIF-8@lactate oxidase and pyruvate oxidase (Ni-ZIF-8@LOx&POx)/laser-induced graphene (LIG), bilirubin oxidase (BOD)/LIG, and a microchannel for highly sensitive and real-time monitoring of lactic acid in sweat. Driven by the oxidation reaction of lactic acid, PDS sensors exhibit exce...

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Machine Learning Assisted-Intelligent Lactic Acid Monitoring in Sweat Supported by a Perspiration-Driven Self-Powered Sensor

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