Advancing biosensors with machine learning

F Cui, Y Yue, Y Zhang, Z Zhang, HS Zhou - ACS sensors, 2020 - ACS Publications
Chemometrics play a critical role in biosensors-based detection, analysis, and diagnosis.
Nowadays, as a branch of artificial intelligence (AI), machine learning (ML) have achieved …

Recent advances of chemometric calibration methods in modern spectroscopy: Algorithms, strategy, and related issues

HP Wang, P Chen, JW Dai, D Liu, JY Li, YP Xu… - TrAC Trends in …, 2022 - Elsevier
In recent years, modern spectral analysis techniques, such as ultraviolet–visible (UV-vis)
spectroscopy, mid-infrared (MIR) spectroscopy, near-infrared (NIR) spectroscopy, Raman …

Rapid, label-free histopathological diagnosis of liver cancer based on Raman spectroscopy and deep learning

L Huang, H Sun, L Sun, K Shi, Y Chen, X Ren… - Nature …, 2023 - nature.com
Biopsy is the recommended standard for pathological diagnosis of liver carcinoma.
However, this method usually requires sectioning and staining, and well-trained pathologists …

A review of earth artificial intelligence

Z Sun, L Sandoval, R Crystal-Ornelas… - Computers & …, 2022 - Elsevier
In recent years, Earth system sciences are urgently calling for innovation on improving
accuracy, enhancing model intelligence level, scaling up operation, and reducing costs in …

Deep learning and artificial intelligence methods for Raman and surface-enhanced Raman scattering

F Lussier, V Thibault, B Charron, GQ Wallace… - TrAC Trends in …, 2020 - Elsevier
Abstract Machine learning is shaping up our lives in many ways. In analytical sciences,
machine learning provides an unprecedented opportunity to extract information from …

Surface-enhanced Raman spectroscopy for bioanalysis and diagnosis

MA Tahir, NE Dina, H Cheng, VK Valev, L Zhang - Nanoscale, 2021 - pubs.rsc.org
In recent years, bioanalytical surface-enhanced Raman spectroscopy (SERS) has
blossomed into a fast-growing research area. Owing to its high sensitivity and outstanding …

Raman microspectroscopy for microbiology

KS Lee, Z Landry, FC Pereira, M Wagner… - Nature Reviews …, 2021 - nature.com
Raman microspectroscopy offers microbiologists a rapid and non-destructive technique to
assess the chemical composition of individual live microorganisms in near real time. In this …

Toward quantitative surface-enhanced Raman scattering with plasmonic nanoparticles: Multiscale view on heterogeneities in particle morphology, surface …

J Son, GH Kim, Y Lee, C Lee, S Cha… - Journal of the American …, 2022 - ACS Publications
Surface-enhanced Raman scattering (SERS) provides significantly enhanced Raman
scattering signals from molecules adsorbed on plasmonic nanostructures, as well as the …

Recent progresses in machine learning assisted Raman spectroscopy

Y Qi, D Hu, Y Jiang, Z Wu, M Zheng… - Advanced Optical …, 2023 - Wiley Online Library
With the development of Raman spectroscopy and the expansion of its application domains,
conventional methods for spectral data analysis have manifested many limitations. Exploring …

Raman spectroscopy in cell biology and microbiology

G Pezzotti - Journal of Raman Spectroscopy, 2021 - Wiley Online Library
The Raman spectrum of living cells and microorganisms contains highly specific fingerprint‐
like signatures, useful in unequivocally identifying different species and interpreting …