Screening of compound feeds using NIR hyperspectral data


  • Fernández Pierna, J.A. , Baeten, V. , Dardenne, P. & Fernández Pierna, J.A. (2006). Screening of compound feeds using NIR hyperspectral data. Chemom. Intell. Lab. Syst. 84: (1-2), 114-118.
Type Journal Article
Year 2006
Journal Chemom. Intell. Lab. Syst.
Label U15-0728
Edition Journal Article
Recnumber 321
Volume 84
Issue 1-2
Pages 114-118
Date 2006
Endnote keywords Di-Chimiométrie Do-Alimentation animale
Endnote Keywords Compound feedingstuffs|screening|NIR Camera|chemometrics|SVM|
Abstract Recent developments in spectroscopy have led to the use of spectroscopic imaging instruments for the control and monitoring of food and feed products. This kind of instruments offers the possibility of collecting thousands of spectra of particles being the result of the grinding of compound feedstuffs. The major advantages are that the recognition of feed ingredients is independent on the expertise of the analyst and that it is possible to automate all procedures and to analyse more samples per unit of time than classical microscopy or NIR microscopy. The objective of this study is the development of a new method for a rapid, precise and reliable screening of compound feeds. For that, a classification tree was built by sorting the particles in a dichotomist way where each node constitutes a discriminating step. These steps are completed by discriminant equations created from the hyperspectral databases obtained with a near infrared (NIR) camera for each class of raw materials. Discriminant equations were constructed using Support Vector Machines (SVM). For a new sample the aim is to determine its composition by using the classification tree. As general conclusion, hyperspectral data in combination with SVM as classification technique is a promised methodology for the determination of open formulations.
Author address Fernandez Pierna Juan Antonio, Quality Department of Agro-food Products, Walloon Agricultural Research Centre (CRA-W), Chaussée de Namur, 24, B-5030 Gembloux, fernandez@cra.wallonie.be
File U15-0728-fernandez-2006.pdf
Caption U15-0728-fernandez-2006.pdf
Link http://dx.doi.org/10.1016/j.chemolab.2006.03.012
Authors Fernández Pierna, J.A. , Baeten, V. , Dardenne, P. & Fernández Pierna, J.A.