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Deep Learning-Enhanced Raman Microspectroscopy Enables Rapid Microbial Classification and Captures Phylogenetic Relationships

Microbial classification and taxonomic information are fundamental to microbiological studies. Raman microspectroscopy, a rapid and non-destructive single-cell analytical technique, captures intrinsic molecular fingerprints reflecting cellular biochemical composition, thereby enabling microbial clas...

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Principais autores: Beimin Liu, Zhenzhou Gu, Xianyang Xu, Weilai Lu, Tao Liu, Xueyan Gao, Xiaojing Chen, Yu Vincent Fu
Format: Artigo
Sprog:Inglês
Udgivet: MDPI AG 2026-06-01
Serier:Microorganisms
Fag:
microbial classification
Raman spectroscopy
one-dimensional convolutional neural network
deep learning
phylogenetic tree
Online adgang:https://www.mdpi.com/2076-2607/14/6/1311
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