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Mohammad Reza Maleki

Mohammad Reza Maleki

Academic rank: Associate Professor
ORCID:
Education: PhD.
ScopusId: 23156
HIndex:
Faculty: Faculty of Agriculture
Address: Department of Biosystems Engineering, Faculty of Agriculture, University of Kurdistan, Pasdaran St., Sanandaj 66177-15175, Iran.
Phone: 6664600-5

Research

Title
Multiplicative Scatter Correction during On-line Measurement with Near Infrared Spectroscopy
Type
JournalPaper
Keywords
Multiplicative Scatter Correction, NIR, Spectroscopy
Year
2007
Journal Biosystems Engineering
DOI
Researchers Mohammad Reza Maleki ، Abdul Mounem Mouazen ، Herman Ramon ، Josse De Baerdemaeker

Abstract

In order to operate an automatic near infrared (NIR) sensor for on-line measurement of some material properties, the multiplicative scatter correction (MSC) is commonly used as one of the important pre-processing steps of spectra. This study was undertaken to demonstrate the development of a modelling procedure to carry out on-line MSC. The procedure was conducted on spectra of soil samples but could be extended to various agricultural materials. Using Unscramblers software, the partial least-squares (PLS) regression with full cross-validation was performed on 300 soil spectra to establish models for calculatingMSC coefficients. The procedure was carried out for all MSC options including full, common offset and amplification MSC. These MSC models developed were incorporated into a custom-built LabVIEW program to enable calculating MSC coefficients during on-line measurement and prediction. The validation of the models developed on 78 separate sample set for all MSC options showed large correlation (coefficient of determination R24099) between calculations made on-line using the method developed and corresponding calculations obtained with Unscramblers software. This suggests that the procedure developed for the calculation of MSC coefficients is robust to be adopted for on-line prediction of material properties when MSC is to be used for data pre-processing.