Deep learning-based cross-device standardization of surface-enhanced Raman spectroscopy for enhanced bacterial recognition

Deep learning-based cross-device standardization of surface-enhanced Raman spectroscopy for enhanced bacterial recognition

<p dir="ltr">Surface-enhanced Raman spectroscopy (SERS) is a powerful, label-free technique for pathogen detection; however, its broader adoption in clinical diagnostics is hindered by inconsistent spectral quality across portable and laboratory-grade instruments, limited cross-devic...

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Bibliographic Details
Main Author: Sakib Mahmud (22652357) (author)
Other Authors: Faizul Rakib Sayem (22652382) (author), Manal Hassan (22652385) (author), Yanjun Yang (22652387) (author), Muhammad E.H. Chowdhury (17151154) (author), Susu M. Zughaier (239014) (author), Faycal Bensaali (22045073) (author), Yiping Zhao (22652399) (author)
Published: 2026
Subjects:
Biological sciences
Bioinformatics and computational biology
Microbiology
Biomedical and clinical sciences
Medical microbiology
Engineering
Biomedical engineering
Nanotechnology
Information and computing sciences
Applied computing
Machine learning
Surface-enhanced Raman spectroscopy
Domain transformation
Analyte preparation
Instrument standardization
Bacterial pathogen classification
Super-ONNs
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