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. 2025 Nov 19;15(53):45359–45375. doi: 10.1039/d5ra06959a

Table 4. Algorithm for sensing recognition.

Algorithm Sensor Application Focus Ref.
ANN MOS Coffee Classification of coffee types 86
ANN MOS VOCs VOCs recognition 97
ANN MOS Maize Maize quality monitoring 98
ANN MOS Beer Assessment of aromas in beer 99
ANN MOS Coffee Estimating the intensity of coffee 100
ANN MOS Sesame oil Sesame oil quality assessment 101
ANN MOS Rice Rice quality monitoring 102
ANN FET VOCs VOCs recognition 103
ANN MOS Fruit juices Quality monitoring of fruit juices 104
ANN MOS Oil-based plant Quality monitoring 105
ANN MOS Fruit Monitoring fruit ripeness 106
ANN MOS Beef Beef quality monitoring 107
ANN MOS Rice Monitoring pure and adulterated rice 108
ANN MOS Vinegar Identify vinegar flavor 109
XGBoost-RF MOS VOCs Predicting and classification of VOCs 87
KNN + LDA MOS Maize Classification of moldy maize 88
SVM Sensor array Tea Tea quality monitoring 90
SVM NIR Salmonid Identification of off-flavor salmonids 110
SVM MOS Kiwifruit Kiwifruit ripening monitoring 111
SVM Near-infrared Tea Classification of tea 112
SVM Colorimetric sensor array Beef Beef quality monitoring 113
SVM MOS Tea Tea aroma monitoring 114
SVM Visualization sensor Tea Evaluation of black tea fermentation 115
SVM Visualization sensor Oil Classification of procymidone residues 116
ELM MOS Tea Tea quality monitoring 91
GBDT GC-MS Fish meal Monitoring freshness state 92
GBDT MOS Tea polyphenols Tea quality monitoring 117
GBDT MOS Chinese baijiu Recognition baijiu 118
GBDT MOS VOCs VOCs recognition 119
DT MOS VOCs Classification of explosives 94
RF VOCs Predicting VOCs 120
RF MOS Pecans Classification of pecans 121
RF MOS Dried gingers Classification of dried gingers 122
RF MOS Strawberry juices Strawberry juice quality monitoring 123
RF MOS Peach Peach maturation monitoring 124
RF MOS Peach Peach growth cycle monitoring 125
RF MOS Orange Orange quality monitoring 126
RF MOS Tea Tea quality monitoring 127
RF MOS Kiwifruit Ripeness of postharvest kiwifruit 128
RF MOS Milk Milk quality monitoring 129
RF MOS Satsuma mandarins Satsuma Mandarin quality monitoring 130
RF Colorimetric sensor array Tencha aroma Assess tencha aroma 131
RF VOCs Predicting and classification of VOCs 132
MCNA MOS VOCs VOCs recognition 96
BP + ELM MOS VOCs Predicting and classification of VOCs 93