Research graph
References from Machine-learning-enhanced Optical Photothermal infrared (O-PTIR) spectroscopy for rapid simultaneous identification of multiple metabolites to monitor biotransformations: proof of concept on Brewer's spent grain (BSG). Local targets link to admitted publications; unresolved targets remain external evidence.
Brewers' spent grain: generation, characteristics and potential applications
10.1016/j.jcs.2005.06.001 · 2006 · External reference
Brewer's spent grain: a valuable feedstock for industrial applications
10.1002/jsfa.6486 · 2014 · External reference
The potential of brewer's spent grain in the circular bioeconomy: state of the art and future perspectives
10.3389/fbioe.2022.870744 · 2022 · External reference
Brewers' spent grain: an unprecedented opportunity to develop sustainable plant-based nutrition ingredients addressing global malnutrition challenges
10.1021/acs.jafc.3c02489 · 2023 · External reference
Valorization of brewers' spent grains: pretreatments and fermentation, a review
10.3390/fermentation8020050 · 2022 · External reference
Integrated biorefinery of Brewer's spent grain for second-generation ethanol, mycoprotein, and bioactive vinasse production
10.3390/fermentation11110627 · 2025 · External reference
Recent applications of vibrational mid-Infrared (IR) spectroscopy for studying soil components: a review
10.5513/jcea01/16.1.1535 · 2015 · External reference
A tutorial on optical photothermal infrared (O-PTIR) microscopy
10.1063/5.0219983 · 2024 · External reference
Optical photothermal infrared spectroscopy with simultaneously acquired Raman spectroscopy for two-dimensional microplastic identification
10.1038/s41598-022-23318-2 · 2022 · External reference
Identifying microplastics in laboratory and atmospheric aerosol mixtures via optical photothermal infrared and raman microspectroscopy
10.1021/acs.analchem.5c02968 · 2025 · External reference
Analysis of fixed and live single cells using optical photothermal infrared with Concomitant raman spectroscopy
10.1021/acs.analchem.0c04846 · 2021 · External reference
Simultaneous Raman and infrared spectroscopy: a novel combination for studying bacterial infections at the single cell level
10.1039/d2sc02493d · 2022 · External reference
Benchmarking classification abilities of novel optical photothermal IR spectroscopy at the single-cell level with bulk FTIR measurements
10.1039/d4ay00810c · 2024 · External reference
Machine learning spectroscopy to advance computation and analysis
10.1039/d5sc05628d · 2025 · External reference
Near-Infrared spectroscopy combined with explainable machine learning for storage time prediction of frozen antarctic krill
2025 · External reference
Discrimination and quantification of volatile compounds in beer by FTIR combined with machine learning approaches
10.1016/j.fochx.2024.101300 · 2024 · External reference
Optical photothermal infrared (OPTIR) spectroscopy assisted by machine learning for lactic acid bacteria identification at strain level
10.1039/d5an01093d · 2026 · External reference
Unresolved reference
2019 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2026 · External reference
FTIR Basic Organic Functional Group reference chart
2015 · External reference