Calibration transfer between PDA-based NIR spectrometers in the NIR assessment of melon soluble solids content

被引:68
作者
Greensill, CV [1 ]
Wolfs, PJ
Spiegelman, CH
Walsh, KB
机构
[1] Univ Cent Queensland, Fac Engn & Phys Syst, Rockhampton, Qld 4702, Australia
[2] Texas A&M Univ, Dept Stat, College Stn, TX 77843 USA
[3] Univ Cent Queensland, Plant Sci Grp, Primary Ind Res Ctr, Rockhampton, Qld 4702, Australia
关键词
calibration transfer; NIR spectroscopy; direct standardization; DS; piecewise direct standardization; PDS; double window PDS; DWPDS; finite impulse filter; FIR; orthogonal signal correction; OSC; wavelet transforms; chemometrics;
D O I
10.1366/0003702011952280
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
in near-infrared (NIR) spectroscopy, the transfer of predictive models between Fourier transform near-infrared (FT-NIR) and scanning-grating-based instruments has been accomplished on relatively dry samples (< 10% water) using various chemometric techniques-for example, slope and bias correction (SBC), direct standardization (DS), piecewise direct standardization (PDS), orthogonal signal correction (OSC), finite impulse transform (FIR) and wavelet transform (WT), and application of neural networks. In this study, seven well-known techniques [SBC, DS, PDS, double-window PDS (DWPDS), OSC, FIR, and WT], a photometric response correction and wavelength interpolative method, and a model updating method were assessed in terms of root mean square error of prediction (RMSEP) (using Fearn's significance testing) for calibration transfer (standardization) between pairs of spectrometers from a group of four spectrometers for noninvasive prediction of soluble solid content (SSC) of melon fruit. The spectrometers were diffraction grating-based instruments incorporating photodiode array photodetectors (MMS1, Carl Zeiss, Jena, Germany), used with a standard optical geometry of sample, light source, and spectrometer, A modified WT method performed significantly better than all other standardization methods and on a par with model updating.
引用
收藏
页码:647 / 653
页数:7
相关论文
共 24 条
[1]   Transfer of near-infrared multivariate calibrations without standards [J].
Blank, TB ;
Sum, ST ;
Brown, SD ;
Monfre, SL .
ANALYTICAL CHEMISTRY, 1996, 68 (17) :2987-2995
[2]   CALIBRATION TRANSFER ACROSS NEAR-INFRARED SPECTROMETRIC INSTRUMENTS USING SHENKS ALGORITHM - EFFECTS OF DIFFERENT STANDARDIZATION SAMPLES [J].
BOUVERESSE, E ;
MASSART, DL ;
DARDENNE, P .
ANALYTICA CHIMICA ACTA, 1994, 297 (03) :405-416
[3]   MODIFIED ALGORITHM FOR STANDARDIZATION OF NEAR-INFRARED SPECTROMETRIC INSTRUMENTS [J].
BOUVERESSE, E ;
MASSART, DL ;
DARDENNE, P .
ANALYTICAL CHEMISTRY, 1995, 67 (08) :1381-1389
[4]  
BURNS DA, 1994, 6 INT C NEAR INFR SP, P44
[5]   MULTIVARIATE CALIBRATION STANDARDIZATION [J].
DENOORD, OE .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 1994, 25 (02) :85-97
[6]   On orthogonal signal correction [J].
Fearn, T .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2000, 50 (01) :47-52
[7]  
FEARN T, 1996, JNIRS NEWS, V7, P5
[8]   Calibration transfer for predicting lake-water pH from near infrared spectra of lake sediments [J].
Geladi, P ;
Bärring, H ;
Dåbakk, E ;
Trygg, J ;
Antti, H ;
Wold, S ;
Karlberg, B .
JOURNAL OF NEAR INFRARED SPECTROSCOPY, 1999, 7 (04) :251-264
[9]   Optimization of instrumentation precision and wavelength resolution for the performance of NIR calibrations of sucrose in a water-cellulose matrix [J].
Greensill, CV ;
Walsh, KB .
APPLIED SPECTROSCOPY, 2000, 54 (03) :426-430
[10]   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