Back to Search Start Over

Comparing roadsoils pollution patterns extracted by MOLMAP and classical three-way decomposition methods

Authors :
M.P. Gómez-Carracedo
J. M. Andrade
João Aires-de-Sousa
Davide Ballabio
Viviana Consonni
Gomez Carracedo, M
Ballabio, D
Andrade, J
Aires de Sousa, J
Consonni, V
Source :
Analytica chimica acta. 677(1)
Publication Year :
2010

Abstract

A recent approach based on self-organizing maps (SOMs) to extract patterns from three-way data, named MOLMAP, was applied in a four-seasons study on soil pollution and its results compared with three different conventional approaches: Parallel factor analysis (PARAFAC), matrix augmented principal components analysis (MA-PCA) and Procrustes rotation. Each sampling season comprised 92 roadsoil samples and 12 analytical variables (Cd, Co, Cu, Cr, Fe, Mn, Ni, Pb, Zn, loss on ignition, pH and humidity). It was found that all techniques yielded highly similar results as the samples became organized in two major groups, each with a differentiated pollution pattern. This confirmed MOLMAP as a reliable option to handle environmental three-way datasets and to extract accurate pollution patterns. (C) 2010 Elsevier B.V. All rights reserved.

Details

ISSN :
18734324
Volume :
677
Issue :
1
Database :
OpenAIRE
Journal :
Analytica chimica acta
Accession number :
edsair.doi.dedup.....f5d583f853f32c5860d245e018b580fd