On-Line Post Consumer Package Identification by NIR Spectroscopy Combined with a FuzzyARTMAP Classifier in an Industrial Environment
- 1 March 1997
- journal article
- research article
- Published by SAGE Publications in Applied Spectroscopy
- Vol. 51 (3), 362-368
- https://doi.org/10.1366/0003702971940215
Abstract
An optical setup consisting of a high-throughput near-IR (NIR) spectrograph with an InGaAs-array detector and specially designed collection optics is used to record spectra from post consumer packages located on an industrial conveyor belt. NIR spectra of packages of different polymers (PE, PET, PP, PS, and PVC) and of a cardboard/plastic compound are recorded between 900 and 1700 nm with 6.3-ms integration time. The visual distinction between the spectra is demonstrated by aid of principal component analysis (PCA) plots. The spectra are further classified by a FuzzyARTMAP neural network. The method is assessed to be suitable for on-line identification under industrial conditions.Keywords
This publication has 9 references indexed in Scilit:
- Adaptive resonance theory based neural network for supervised chemical pattern recognition (FuzzyARTMAP) Part 2: Classification of post-consumer plastics by remote NIR spectroscopy using an InGaAs diode arrayChemometrics and Intelligent Laboratory Systems, 1996
- Comparison of an adaptive resonance theory based neural network (ART-2a) against other classifiers for rapid sorting of post consumer plastics by remote near-infrared spectroscopic sensing using an InGaAs diode arrayAnalytica Chimica Acta, 1995
- Identification of Plastics among Nonplastics in Mixed Waste by Remote Sensing Near-Infrared Imaging Spectroscopy. 2. Multivariate Image Rank Analysis for Rapid ClassificationAnalytical Chemistry, 1995
- Identification of Plastics among Nonplastics in Mixed Waste by Remote Sensing Near-Infrared Imaging Spectroscopy. 1. Image Improvement and Analysis by Singular Value DecompositionAnalytical Chemistry, 1995
- NIR - Remote sensing and artificial neural networks for rapid identification of post consumer plasticsJournal of Molecular Structure, 1995
- Near Infrared Techniques for Resin IdentificationNIR News, 1995
- Fast Identification of Packaging Waste by near Infrared Spectroscopy with an InGaAs Array Spectrograph Combined with Neural NetworksJournal of Near Infrared Spectroscopy, 1995
- Room-temperature InGaAs camera for NIR imagingPublished by SPIE-Intl Soc Optical Eng ,1993
- Use of X‐ray fluorescence for sorting vinyl from other packaging materials in municipal solid wasteJournal of Vinyl and Additive Technology, 1990