Talanta 70 (2006) 691–704
Identification and distribution of contamination sources in the
Ebro river basin by chemometrics modelling coupled to
geographical information systems
Marta Terrado, Dami` a Barcel ´ o, Rom` a Tauler
∗
Department of Environmental Chemistry, IIQAB-CSIC, Jordi Girona 18-26, Barcelona 08034, Spain
Received 10 February 2006; received in revised form 3 May 2006; accepted 12 May 2006
Available online 7 July 2006
Abstract
Identification of the main contamination sources of heavy metals, organic compounds and other physicochemical parameters in Ebro river
surface waters and description of their temporal and spatial distributions, are analyzed using chemometrics and geostatistical methods. Historical
data available from the Confederaci´ on Hidrogr´ afica del Ebro (CHE), which is the organization in charge of the management of the Ebro river basin;
covering different years since 1992 for water, sediments and fish samples are investigated. Due to the great amount of data in these databases and
to their complexity, chemometrics modelling (using principal components analysis, PCA) coupled to geographical information systems (GIS) is
proposed to evaluate the environmental quality of the Ebro river basin.
© 2006 Elsevier B.V. All rights reserved.
Keywords: Ebro river; Contamination sources; Chemometrics; PCA; GIS
1. Introduction
Diffuse and point pollution in the Ebro river basin (NE Spain)
from agriculture, industry and human sewage, is an issue of great
concern since together with changes in climatic conditions and
land use practices have produced large scale adverse impacts on
water quality and quantity.
The Water Framework Directive 60/2000/CE and the Euro-
pean Directive 76/464/CEE make compulsory the establishment
of surveillance stations for the control of contamination in the
aquatic environment (water, sediments and biota) by dangerous
compounds in principal emission focus downstream. In waters,
quality objectives have been fixed whereas in sediments and
biota the main objective is to avoid a significant rise in time.
The Confederaci´ on Hidrogr´ afica del Ebro (CHE) [1] has been
controlling the concentration of some specific compounds in the
whole basin with the establishment of a control network: the Red
de Control de Sustancias Peligrosas (RCSP).
∗
Corresponding author. Tel.: +34 93 4006140; fax: +34 93 2045904.
E-mail address: rtaqam@iiqab.csic.es (R. Tauler).
Through the environmental monitoring program performed
at different sampling sites and environmental compartments of
the network, a large amount of concentration values of chemicals
spread into the Ebro river basin are obtained. In order to derive
useful environmental information from the data, the application
of modern chemometric methods based in new multivariate fac-
tor analysis [2] tools is proposed. The basic assumption of these
methods when they are applied to environmental data tables is
that each value of a measured variable in a particular sample
is due to the sum of contributions from individual indepen-
dent sources of different origin. Each one of these sources is
characterized by a particular chemical composition profile and
distributed among samples in a different way. As a result of
the application of chemometric methods, main point and diffuse
sources of contamination in the environment and their origin
may be identified and their distribution profiles among samples
(geographical, temporal, among environmental compartments)
are characterized. Distribution of contamination sources and
their impact over the territory can be assessed by the use of geo-
graphical information systems [3,4] by means of cartographic
techniques of symbols and pollution prediction maps. Geosta-
tistical methods [5–7] based on mathematical and statistical
functions are used, which allow the estimation of continuous
0039-9140/$ – see front matter © 2006 Elsevier B.V. All rights reserved.
doi:10.1016/j.talanta.2006.05.041