Adulteration, FT-NIR, Chromaticity, Ziziphi Spinosae Semen, Machine Learning Algorithm, Spectra Preprocessing, Wavelength Selection, Partial Least Squares Regression Model.
E-eye, Flash GC E-nose, HS-GC-MS, Ziziphi Spinosae Semen, Chemometrics, Food authenticity
Epimedium, Processing, E-eye, NIR Spectroscopy, Machine Learning, Feature Wavelength Selection
Epimedium, processing, E-eye, NIR spectroscopy, Machine learning, Feature Wavelength Selection
Gastrodia elata, different drying methods, multidimensional quality evaluation, drying kinetics
Salvia miltiorrhiza, Heavy metals and harmful elements, Hyperspectral, FT-NIR, deep learning
Cyperus Rhizome, Roasting degree, Computer vision, Flash GC e-nose, Multivariate statistics, WOA-RF classification algorithms
Near-infrared detection technique, modeling of cnn-lstm, classical prescription Zhuru Decoction
NIR；CNN-LSTM；Concentration process testing
Magnolia officinalis cortex, multimodal sensing, Electronic eye, Flash GC E-nose, FT-NIR spectroscopy, feature-level data fusion
Ptyas dhumnades, Authentication of authenticity, PCR, E-eye, Flash GC E-nose, FT-NIR
