传感器阵列
主成分分析
调制(音乐)
温度测量
计算机科学
鉴定(生物学)
挥发性有机化合物
丙酮
数据采集
材料科学
电子工程
生物系统
工程类
化学
声学
人工智能
物理
植物
有机化学
量子力学
机器学习
生物
操作系统
作者
Fanli Meng,Chunjin Mi,Xi Luan,Hanyang Ji,Hongmin Zhu,Zhenyu Yuan
出处
期刊:IEEE Sensors Journal
[Institute of Electrical and Electronics Engineers]
日期:2023-03-09
卷期号:23 (8): 8109-8119
被引量:6
标识
DOI:10.1109/jsen.2023.3252726
摘要
This article aims to study how to use gas sensor array detection system to realize the remote contactless identification of drug-producing chemicals in the external environment. The dynamic temperature modulation method of semiconductor sensor array is used to prove the feasibility and practicality of the method. In this article, the influence of heating period on sensor stability under rectangular wave heating condition is studied. The hardware system of gas sensor array is established, and the data are collected by the data acquisition system. In the simulated external environment, acetone, toluene, ether, and 2-butanone are qualitative analysis and identification. The data are dimensionally reduced by principal component analysis (PCA) algorithm and combined with decision tree algorithm to identify the data dynamic temperature modulation and array, which provides a research direction for more accurate qualitative identification and quantitative analysis of drug-producing chemicals.
科研通智能强力驱动
Strongly Powered by AbleSci AI