Alleviating the Effects of Light Scattering in Multivariate Calibration of Near-Infrared Spectra by Path Length Distribution Correction

2010 ◽  
Vol 64 (3) ◽  
pp. 245-254 ◽  
Author(s):  
Marc N. Leger
2004 ◽  
Vol 76 (9) ◽  
pp. 2583-2590 ◽  
Author(s):  
Mark A. Arnold ◽  
Gary W. Small ◽  
Dong Xiang ◽  
Jiang Qui ◽  
David W. Murhammer

2006 ◽  
Vol 555 (1) ◽  
pp. 84-95 ◽  
Author(s):  
I. Esteban-Díez ◽  
J.M. González-Sáiz ◽  
D. Gómez-Cámara ◽  
C. Pizarro Millan

1992 ◽  
Vol 46 (10) ◽  
pp. 1575-1578 ◽  
Author(s):  
David M. Haaland ◽  
M. Ries Robinson ◽  
Gary W. Koepp ◽  
Edward V. Thomas ◽  
R. Philip Eaton

Noninvasive monitoring of glucose in diabetic patients is feasible with the use of near-infrared spectroscopic measurements. As a step toward the final goal of the development of a noninvasive monitor, the near-infrared spectra (4250 to 6600 cm−1) of glucose-doped whole blood samples were obtained along with reference glucose values. Glucose concentrations and spectra of blood samples obtained from four subjects were subjected to multivariate calibration with the use of partial least-squares (PLS) methods. The cross-validated PLS standard errors of prediction for glucose concentration based on data obtained from each individual subject's blood samples averaged 33 mg/dL over the range from 3 to 743 mg/dL. Cross-validated standard errors for glucose concentration from PLS calibrations based on data from all four subjects were 39 mg/dL. However, when PLS models based upon three subjects' data were used for prediction on the fourth, glucose prediction abilities were poor. It is suggested that blood chemistry differences were sufficiently different for the four subjects to require that a larger number of subjects be included in the calibration for adequate prediction abilities to be obtained from near-infrared spectra of blood from subjects not included in the calibration.


2009 ◽  
Vol 17 (4) ◽  
pp. 167-176
Author(s):  
Francis W.L. Esmonde-White ◽  
David H. Burns

Measured light scattering properties can be used to improve quantitative spectroscopic analyses of turbid samples. Instruments currently used to measure scattering coefficients are not optimised for portability. A hand-held, dual-wavelength instrument was developed and validated for rapid measurement of reduced scattering coefficients in tandem with near infrared spectra. Tissue simulating phantoms composed of Intralipid and dye were used to model clinically relevant optical properties. Time-dependent intensity profiles of diffusely reflected near infrared pulsed laser light were collected from phantoms and processed to estimate scattering coefficients. In turbid solutions, optical scattering was measured at 850 nm and 905 nm with coefficients of variation of 14.1% and 11.6% over a clinically-relevant reduced scattering coefficient range of 1 mm−1 to 6 mm−1. This dual-wavelength scattering measurement provides a practical method for measuring optical scattering. A 35% precision improvement in quantification of an absorbing dye is shown by incorporating the measured reduced scattering coefficients when processing NIR spectra. We discuss the new instrument, methods for estimating the scattering coefficient from the measured temporal profiles and, finally, how the reduced scattering coefficient is used to correct NIR measurements. Correction of near infrared spectra using optical scattering measurements offers one direction for improving practical non-invasive biomedical quantification techniques.


Author(s):  
Slobodan Šašić ◽  
Howard Yokelson ◽  
Todd Kotecki ◽  
Stacy Austin ◽  
Kevin Thacker ◽  
...  

2021 ◽  
Vol 13 (11) ◽  
pp. 1374-1380
Author(s):  
Kaiyi Wang ◽  
Xihui Bian ◽  
Xiaoyao Tan ◽  
Haitao Wang ◽  
Yankun Li

A new ensemble modeling method based on PLS, MC sampling and LASSO was proposed for multivariate calibration of near infrared spectra.


The Analyst ◽  
2009 ◽  
Vol 134 (2) ◽  
pp. 261-266 ◽  
Author(s):  
Zhichao Liu ◽  
Wensheng Cai ◽  
Xueguang Shao

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