Postharvest Biology and Technology 45 (2007) 38–45
Calibration transfer between NIR diode array and FT-NIR
spectrophotometers for measuring the soluble
solids contents of apple
M
a
Carmen Alamar
a,∗
, Els Bobelyn
b
, Jeroen Lammertyn
c
,
Bart M. Nicola¨ ı
b,c
, Enrique Molt ´ o
a
a
Instituto Valenciano de Investigaciones Agrarias, Centro de Agroingenier´ ıa,
Ctra. Moncada-N´ aquera, Km. 4.5, 46113 Moncada-Valencia, Spain
b
Flanders Centre of Postharvest Technology, W. de Croylaan 42, B-3001 Leuven, Belgium
c
BIOSYST-MeBioS, Katholieke Universiteit Leuven, W. de Croylaan 42, B-3001 Leuven, Belgium
Received 29 June 2006; accepted 20 January 2007
Abstract
Prediction models of soluble solids contents of fruit obtained with a specific near-infrared spectrophotometer cannot be directly transferred to
another spectrophotometer. In this research, a piecewise direct standardization method has been used for this task. As a result, a calibration model
for soluble solids contents of apple developed on a Fourier transform based spectrophotometer has been successfully transferred to a diode array
(DA) spectrophotometer. The standardization procedure was performed on a data set of 477 Jonagored apples and root mean squared error of
prediction of 0.85
◦
Brix was obtained. Additionally, the necessity of calibration transfer procedures between two DA spectrophotometers of the
same type and model has also been found.
© 2007 Elsevier B.V. All rights reserved.
Keywords: Apple; Quality; Soluble solids content; NIR; Spectroscopy; Calibration transfer; PDS
1. Introduction
The potential to measure quality attributes such as sugar
content and firmness of intact fruit such as nectarines and
peaches, apples and kiwifruit has been evaluated extensively dur-
ing the last 10 years (Slaughter, 1995; Lammertyn et al., 1998;
McGlone and Kawano, 1998; Ventura et al., 1998; Schaare and
Fraser, 2000; McGlone et al., 2002). In NIR spectroscopy, NIR
radiation is guided into the product, and some of the backscat-
tered radiation is captured and related to variables of interest
via multivariate statistical techniques. Because of their high
acquisition speed, diode array systems are more suitable than
Fourier Transform instruments to be mounted on high speed
grading lines in such a way that, grading based on internal
quality attributes rather than external appearance comes within
reach.
The inability of a calibration model developed on one instru-
ment to be directly used on another one, even between two
∗
Corresponding author. Tel.: +34 96 342 40 00; fax: +34 96 342 40 01.
devices of the same type, is a significant limitation of this
technique. This seriously hampers widespread application as
this would mean that the calibration model has to be con-
structed again for every spectrophotometer. As other authors
have pointed out before (Bouveresse and Massart, 1996a; Fearn,
2001; Feudale et al., 2002b) there are three main causes which
introduce variation in newly recorded spectra that have not been
considered in the calibration of the equipment: (i) changes in
physical and/or chemical compounds of the samples, (ii) changes
in the instrumental response function (different instrument, age-
ing of sources, replacement of some parts, etc.) and (iii) changes
in the environment of the instrument over time (temperature,
humidity).
In order to avoid repetition of the whole calibration proce-
dure, which is normally expensive and time consuming, different
calibration transfer techniques (also known as instrumental stan-
dardization) have been developed over the past years. The term
standardization indicates the set of mathematical and statistical
methods used to transfer the calibration model developed on a
master (or primary) instrument to another instrument (slave or
secondary).
0925-5214/$ – see front matter © 2007 Elsevier B.V. All rights reserved.
doi:10.1016/j.postharvbio.2007.01.008