Rapid identification of adulterated cow milk by non-linear pattern recognition methods based on near infrared spectroscopy

2014 ◽  
Vol 145 ◽  
pp. 342-348 ◽  
Author(s):  
Li-Guo Zhang ◽  
Xin Zhang ◽  
Li-Jun Ni ◽  
Zhi-Bin Xue ◽  
Xin Gu ◽  
...  
Keyword(s):  
Pattern Recognition ◽  
Infrared Spectroscopy ◽  
Near Infrared Spectroscopy ◽  
Near Infrared ◽  
Rapid Identification ◽  
Cow Milk ◽  
Linear Pattern ◽  
Pattern Recognition Methods ◽  
Non Linear

scholarly journals A Review of the Discriminant Analysis Methods for Food Quality Based on Near-Infrared Spectroscopy and Pattern Recognition

Molecules ◽  
2021 ◽  
Vol 26 (3) ◽  
pp. 749
Author(s):  
Jian Zeng ◽  
Yuan Guo ◽  
Yanqing Han ◽  
Zhanming Li ◽  
Zhixin Yang ◽  
...  
Keyword(s):  
Pattern Recognition ◽  
Infrared Spectroscopy ◽  
Near Infrared Spectroscopy ◽  
Food Quality ◽  
Near Infrared ◽  
Basic Structure ◽  
Quality Analysis ◽  
Future Research ◽  
Pattern Recognition Methods ◽  
Analysis Methods

Near-infrared spectroscopy (NIRS) combined with pattern recognition technique has become an important type of non-destructive discriminant method. This review first introduces the basic structure of the qualitative analysis process based on near-infrared spectroscopy. Then, the main pretreatment methods of NIRS data processing are investigated. Principles and recent developments of traditional pattern recognition methods based on NIRS are introduced, including some shallow learning machines and clustering analysis methods. Moreover, the newly developed deep learning methods and their applications of food quality analysis are surveyed, including convolutional neural network (CNN), one-dimensional CNN, and two-dimensional CNN. Finally, several applications of these pattern recognition techniques based on NIRS are compared. The deficiencies of the existing pattern recognition methods and future research directions are also reviewed.

scholarly journals Near Infrared Spectroscopy Facilitates Rapid Identification of Both Young and Mature Amazonian Tree Species

PLoS ONE ◽  
2015 ◽  
Vol 10 (8) ◽  
pp. e0134521 ◽  
Author(s):  
Carla Lang ◽  
Flávia Regina Capellotto Costa ◽  
José Luís Campana Camargo ◽  
Flávia Machado Durgante ◽  
Alberto Vicentini
Keyword(s):  
Infrared Spectroscopy ◽  
Near Infrared Spectroscopy ◽  
Tree Species ◽  
Near Infrared ◽  
Rapid Identification

Novel, Rapid Identification, and Quantification of Adulterants in Extra Virgin Olive Oil Using Near-Infrared Spectroscopy and Chemometrics

Lipids ◽  
2015 ◽  
Vol 50 (7) ◽  
pp. 705-718 ◽  
Author(s):  
Hormoz Azizian ◽  
Magdi M. Mossoba ◽  
Ali Reza Fardin-Kia ◽  
Pierluigi Delmonte ◽  
Sanjeewa R. Karunathilaka ◽  
...  
Keyword(s):  
Infrared Spectroscopy ◽  
Olive Oil ◽  
Near Infrared Spectroscopy ◽  
Near Infrared ◽  
Virgin Olive Oil ◽  
Extra Virgin Olive Oil ◽  
Rapid Identification ◽  
Identification And Quantification

scholarly journals Hemodynamic Pattern Recognition During Deception Process Using Functional Near-infrared Spectroscopy

2016 ◽  
Vol 36 (1) ◽  
pp. 22-31 ◽  
Author(s):  
Roberto Vega ◽  
Ana G. Hernandez-Reynoso ◽  
Emily Kellison Linn ◽  
Rita Q. Fuentes-Aguilar ◽  
Gildardo Sanchez-Ante ◽  
...  
Keyword(s):  
Pattern Recognition ◽  
Infrared Spectroscopy ◽  
Near Infrared Spectroscopy ◽  
Near Infrared ◽  
Functional Near Infrared Spectroscopy ◽  
Hemodynamic Pattern
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