计算机科学
维数之咒
多路复用
人工智能
工程类
降维
传感器阵列
智能传感器
无线传感器网络
机器学习
支持向量机
系统工程
纳米传感器
可穿戴计算机
作者
Bingsong Yan,Wendong Liu,Shushu Chu,J Q Li,Yizhong Lu,Zongming Liu
标识
DOI:10.1021/acs.analchem.6c01775
摘要
/F nanozymes, we developed a cross-reactive sensor array. Coupled with machine learning algorithms, the sensor platform could achieve the intelligent pattern recognition of four homologous tetracycline (TC) antibiotics with about 80% classification accuracy. Moreover, integrating this sensing array with a smartphone-based paper analytical device could enable the rapid and instrument-free quantification of TCs in real environmental water samples. The present study highlights the significance of dimensionality engineering and establishes a multifunctional paradigm for environmental monitoring.
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