Benchtop and portable devices based on near infrared (NIR) spectroscopy are increasingly used to evaluate the quality parameters of fruits. This study aims to compare the analytical performance of a benchtop spectrometer (XDS) and a handheld ultra-compact spectrometer (MicroNIR) and to investigate calibration transfer between these devices for quality parameters of apples (soluble solids content, titratable acidity, pulp firmness, and starch-iodine index). Regression analyses were performed on a subset of apples measured with both spectrometers. The coefficient of determination (R-2) and the root mean square error of cross-validation (RMSECV) values obtained with Partial Least Squares (PLS) models were similar, which suggests that MicroNIR offers similar performance to the XDS device. For example, for soluble solids content, it was observed a R-2 = 0.89 with a RMSECV = 0.62 and a R-2 = 0.91 with a RMSECV = 0.57 for XDS and MicroNIR respectively. For the transfer, calibration models were built using XDS spectra and different regression methods. The best performances were obtained with Least Squares Support Vector Machines (LS-SVM). The Direct Standardization method was applied to achieve calibration transfer. Only two transfer samples were enough to significantly reduce the root mean square error of prediction (RMSEP) values with a relative reduction varying from 74 % to 93 % for PLS and Multiple Linear Regression (MLR) models respectively. It showed the potential of a simple calibration transfer method to allow the use of historical database registered with benchtop instrument.
机构:
Stellenbosch Univ, Dept Elect & Elect Engn, Private Bag X1, ZA-7602 Matieland, South Africa
Stellenbosch Univ, Dept Hort Sci, Postharvest Technol Res Lab, South African Res Chair Postharvest Technol, Private Bag X1, ZA-7602 Stellenbosch, South AfricaStellenbosch Univ, Dept Elect & Elect Engn, Private Bag X1, ZA-7602 Matieland, South Africa
Nturambirwe, Jean Frederic Isingizwe
Nieuwoudt, Helene H.
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Stellenbosch Univ, Inst Wine Biotechnol, Dept Viticulture & Oenol, Private Bag X1, ZA-7602 Matieland, South AfricaStellenbosch Univ, Dept Elect & Elect Engn, Private Bag X1, ZA-7602 Matieland, South Africa
Nieuwoudt, Helene H.
Perold, Willem J.
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Stellenbosch Univ, Dept Elect & Elect Engn, Private Bag X1, ZA-7602 Matieland, South AfricaStellenbosch Univ, Dept Elect & Elect Engn, Private Bag X1, ZA-7602 Matieland, South Africa
Perold, Willem J.
Opara, Umezuruike Linus
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Stellenbosch Univ, Dept Hort Sci, Postharvest Technol Res Lab, South African Res Chair Postharvest Technol, Private Bag X1, ZA-7602 Stellenbosch, South AfricaStellenbosch Univ, Dept Elect & Elect Engn, Private Bag X1, ZA-7602 Matieland, South Africa
机构:
Chiang Mai Univ, Fac Agr, Postharvest Technol Res Ctr, Chiang Mai 50200, ThailandChiang Mai Univ, Fac Agr, Postharvest Technol Res Ctr, Chiang Mai 50200, Thailand
Maniwara, Phonkrit
Nakano, Kazuhiro
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Niigata Univ, Grad Sch Sci & Technol, Niigata 9502181, JapanChiang Mai Univ, Fac Agr, Postharvest Technol Res Ctr, Chiang Mai 50200, Thailand
Nakano, Kazuhiro
Ohashi, Shintaroh
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Niigata Univ, Grad Sch Sci & Technol, Niigata 9502181, JapanChiang Mai Univ, Fac Agr, Postharvest Technol Res Ctr, Chiang Mai 50200, Thailand
Ohashi, Shintaroh
Boonyakiat, Danai
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Chiang Mai Univ, Fac Agr, Dept Plant & Soil Sci, Chiang Mai 50200, Thailand
Off Higher Educ Commiss, Postharvest Technol Innovat Ctr, Bangkok 10400, ThailandChiang Mai Univ, Fac Agr, Postharvest Technol Res Ctr, Chiang Mai 50200, Thailand
Boonyakiat, Danai
Seehanam, Pimjai
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Chiang Mai Univ, Fac Agr, Dept Plant & Soil Sci, Chiang Mai 50200, ThailandChiang Mai Univ, Fac Agr, Postharvest Technol Res Ctr, Chiang Mai 50200, Thailand
Seehanam, Pimjai
Theanjumpo, Parichat
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Chiang Mai Univ, Fac Agr, Postharvest Technol Res Ctr, Chiang Mai 50200, Thailand
Off Higher Educ Commiss, Postharvest Technol Innovat Ctr, Bangkok 10400, ThailandChiang Mai Univ, Fac Agr, Postharvest Technol Res Ctr, Chiang Mai 50200, Thailand
Theanjumpo, Parichat
Poonlarp, Pichaya
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Chiang Mai Univ, Fac Agroind, Dept Food Engn, Chiang Mai 50100, ThailandChiang Mai Univ, Fac Agr, Postharvest Technol Res Ctr, Chiang Mai 50200, Thailand
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Avignon Univ, INRAE, UMR408 Securite & Qualite Prod Origine Vegetale, F-84000 Avignon, FranceAvignon Univ, INRAE, UMR408 Securite & Qualite Prod Origine Vegetale, F-84000 Avignon, France
Lan, Weijie
Jaillais, Benoit
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INRAE, ONIRIS, Unite Stat Sensometrie Chimiometrie Stat SC, F-44322 Nantes, FranceAvignon Univ, INRAE, UMR408 Securite & Qualite Prod Origine Vegetale, F-84000 Avignon, France
Jaillais, Benoit
Leca, Alexandre
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Avignon Univ, INRAE, UMR408 Securite & Qualite Prod Origine Vegetale, F-84000 Avignon, FranceAvignon Univ, INRAE, UMR408 Securite & Qualite Prod Origine Vegetale, F-84000 Avignon, France
Leca, Alexandre
Renard, Catherine M. G. C.
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Avignon Univ, INRAE, UMR408 Securite & Qualite Prod Origine Vegetale, F-84000 Avignon, France
INRAE, CEPIA Div, F-44000 Nantes, FranceAvignon Univ, INRAE, UMR408 Securite & Qualite Prod Origine Vegetale, F-84000 Avignon, France
Renard, Catherine M. G. C.
Bureau, Sylvie
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Avignon Univ, INRAE, UMR408 Securite & Qualite Prod Origine Vegetale, F-84000 Avignon, FranceAvignon Univ, INRAE, UMR408 Securite & Qualite Prod Origine Vegetale, F-84000 Avignon, France