Prediction of mango eating quality at harvest using short-wave near infrared spectrometry

被引:127
作者
Subedi, P. P.
Walsh, K. B.
Owens, G.
机构
[1] Univ Cent Queensland, Plant Sci Grp, Rockhampton, Qld 4702, Australia
[2] Berrimah Agr Res Ctr, No Terr Dept Primary Ind Fisheries & Mines, Darwin, NT 0881, Australia
关键词
near-infrared; spectroscopy; non-invasive; mango; internal quality;
D O I
10.1016/j.postharvbio.2006.09.012
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Short wave near infrared (SWNIR) (400-1100 nm) spectroscopy was trialled in assessment of mango (Mangifera indica L.) fruit maturation and as a harvest time guide to final eating quality. Fruit maturity was indexed in terms of flesh colour (r(2) = 0.79 for Hunter b value against maturity score), dry matter content (r(2) = 0.66 for % DM against maturity score) and a visual ranking of maturity. Fruit eating quality at fully ripe stage was indexed in terms of total soluble solids content of extracted juice (TSS). Partial least squares (PLS) regression models based on second derivative of absorbance spectra for DM, TSS, Hunter b and visual maturity ranking were optimised in terms of the wavelength range of SWNIR. Optimal TSS and DM models used the same wavelength region and also produced similar PLS regression coefficient plots, suggesting that the models are unable to differentiate between the soluble and insoluble forms of carbohydrate in the fruit. When used in prediction of new populations, DM and Hunter b models based on several harvest dates were acceptable (e.g. for DM, R-v(2) = 0.74, bias = 1, bias corrected root mean square error of prediction[SEP] = 1% DM). Calibration models on TSS of ripe fruit, developed using SWNIR spectra collected (non-destructively) of hard green mango (R-c(2) = 0.90), were useful in prediction of an independent population (R-v(2) = 0.92 with SEP= 0.67 and bias= 1.25% TSS). We conclude that the SWNIR technique can be used at fruit harvest in assessment of fruit maturity (as flesh Hunter b or % DM), and also in prediction of the future TSS of fruit after ripening. (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:326 / 334
页数:9
相关论文
共 13 条
[1]   Spectral regions selection to improve prediction ability of PLS models by changeable size moving window partial least squares and searching combination moving window partial least squares [J].
Du, YP ;
Liang, YZ ;
Jiang, JH ;
Berry, RJ ;
Ozaki, Y .
ANALYTICA CHIMICA ACTA, 2004, 501 (02) :183-191
[2]   Short-wavelength near-infrared spectra of sucrose, glucose, and fructose with respect to sugar concentration and temperature [J].
Golic, M ;
Walsh, K ;
Lawson, P .
APPLIED SPECTROSCOPY, 2003, 57 (02) :139-145
[3]   A remote acceptance probe and illumination configuration for spectral assessment of internal attributes of intact fruit [J].
Greensill, CV ;
Walsh, KB .
MEASUREMENT SCIENCE AND TECHNOLOGY, 2000, 11 (12) :1674-1684
[4]   Non-invasive assessment of pineapple and mango fruit quality using near infra-red spectroscopy [J].
Guthrie, J ;
Walsh, K .
AUSTRALIAN JOURNAL OF EXPERIMENTAL AGRICULTURE, 1997, 37 (02) :253-263
[5]   Assessment of internal quality attributes of mandarin fruit. 1. NIR calibration model development [J].
Guthrie, JA ;
Walsh, KB ;
Reid, DJ ;
Liebenberg, CJ .
AUSTRALIAN JOURNAL OF AGRICULTURAL RESEARCH, 2005, 56 (04) :405-416
[6]  
KAWANO S, 1992, J JPN SOC HORTIC SCI, V61, P445, DOI 10.2503/jjshs.61.445
[7]   Prediction of ripe-stage eating quality of mango fruit from its harvest quality measured nondestructively by near infrared spectroscopy [J].
Saranwong, S ;
Sornsrivichai, J ;
Kawano, S .
POSTHARVEST BIOLOGY AND TECHNOLOGY, 2004, 31 (02) :137-145
[8]   On-tree evaluation of harvesting quality of mango fruit using a hand-held NIR instrument [J].
Saranwong, S ;
Sornsrivichai, J ;
Kawano, S .
JOURNAL OF NEAR INFRARED SPECTROSCOPY, 2003, 11 (04) :283-293
[9]   Performance of a portable near infrared instrument for Brix value determination of intact mango fruit [J].
Saranwong, S ;
Sornsrivichai, J ;
Kawano, S .
JOURNAL OF NEAR INFRARED SPECTROSCOPY, 2003, 11 (03) :175-181
[10]   Improvement of PLS calibration for Brix value and dry matter of mango using information from MLR calibration [J].
Saranwong, S ;
Sornsrivichai, J ;
Kawano, S .
JOURNAL OF NEAR INFRARED SPECTROSCOPY, 2001, 9 (04) :287-295