Improvement of PLS Calibration for Brix Value and Dry Matter of Mango Using Information from MLR Calibration

The possibility of using NIR spectroscopy for quality evaluation of intact mango was investigated using the short wavelength region from 700 nm to 1100 nm and the long wavelength region from 1100 nm to 2500 nm. Multiple linear regression (MLR) and partial least squares regression (PLS) were used to make the calibration equations for Brix value and dry matter (DM). The results obtained are as follows. (i) The short wavelength region was suitable for quality determination of intact mango because its penetration depth in mango flesh was higher than that of the long wavelength region. (ii) PLS calibration and validation results would be improved if the appropriate wavelength region was selected. (iii) The appropriate wavelength region for PLS regression could be estimated by using the wavelengths selected by MLR. (iv) The MLR and PLS calibration equations would have similar performance for determining Brix value and DM of intact mango if the appropriate wavelengths or wavelength region were selected.

[1]  S. Kawano,et al.  Development of a Calibration Equation with Temperature Compensation for Determining the Brix Value in Intact Peaches , 1995 .

[2]  R. Cho,et al.  New Observation of Nondestructive Evaluation for Sweetness in Apple Fruit Using near Infrared Spectroscopy , 1998 .

[3]  K. Miyamoto,et al.  Classification of High Acid Fruits by Partial Least Squares Using the near Infrared Transmittance Spectra of Intact Satsuma Mandarins , 1998 .

[4]  Vincent Baeten,et al.  Multivariate Calibration and Chemometrics for near Infrared Spectroscopy: Which Method? , 2000 .

[5]  P. Carlini,et al.  Vis-NIR measurement of soluble solids in cherry and apricot by PLS regression and wavelength selection. , 2000, Journal of agricultural and food chemistry.

[6]  Kerry B. Walsh,et al.  Non-invasive assessment of pineapple and mango fruit quality using near infra-red spectroscopy , 1997 .

[7]  A. Peirs,et al.  Light penetration properties of NIR radiation in fruit with respect to non-destructive quality assessment , 2000 .

[8]  Rainer Künnemeyer,et al.  A Low-Cost System for the Grading of Kiwifruit , 1999 .

[9]  Tom Fearn,et al.  Comparing Standard Deviations , 1996 .

[10]  V. Mcglone,et al.  Kiwifruit Firmness by near Infrared Light Scattering , 1997 .

[11]  Z. Schmilovitch,et al.  Determination of mango physiological indices by near-infrared spectrometry , 2000 .

[12]  Richard G. Leffler,et al.  Near Infrared Analysis of Soluble Solids in Intact Cantaloupe , 1989 .

[13]  S. Kawano,et al.  Determination of Sugar Content in Intact Peaches by Near Infrared Spectroscopy with Fiber Optics in Interactance Mode , 1992 .

[14]  S. Kawano,et al.  Nondestructive Determination of Sugar Content in Satsuma Mandarin using Near Infrared (NIR) Transmittance , 1993 .

[15]  S. Kawano,et al.  Firmness, dry-matter and soluble-solids assessment of postharvest kiwifruit by NIR spectroscopy , 1998 .

[16]  R. Wills,et al.  Mango: fruit development, postharvest physiology and marketing in ASEAN. , 1984 .