International Journal of Applied Earth Observation and Geoinformation 50 (2016) 64–73
Contents lists available at ScienceDirect
International Journal of Applied Earth Observation and
Geoinformation
jo ur nal home p age: www.elsevier.com/locate/ jag
Spatiotemporal monitoring of soil salinization in irrigated Tadla Plain
(Morocco) using satellite spectral indices
Abderrazak El Harti
a,∗
, Rachid Lhissou
a
, Karem Chokmani
b
, Jamal-eddine Ouzemou
a
,
Mohamed Hassouna
c
, El Mostafa Bachaoui
a
, Abderrahmene El Ghmari
a
a
Team of Remote Sensing and GIS Applied to the Geosciences and the Environment, Faculty of Sciences and Techniques, PO BOX. 523, Beni Mellal, Morocco
b
Centre Eau Terre Environnement, INRS, 490 la Couronne, Quebec city, QC G1K 9A9, Canada
c
Analysis laboratory of soil, water and plant, ORMVAT, PO BOX. 244, Fkih Ben Saleh, Morocco
a r t i c l e i n f o
Article history:
Received 15 December 2015
Received in revised form 1 March 2016
Accepted 18 March 2016
Keywords:
Remote sensing
TM
OLI
Spectral indices
Soil salinity
Tadla plain
a b s t r a c t
Soil salinization is major environmental issue in irrigated agricultural production. Conventional meth-
ods for salinization monitoring are time and money consuming and limited by the high spatiotemporal
variability of this phenomenon. This work aims to propose a spatiotemporal monitoring method of soil
salinization in the Tadla plain in central Morocco using spectral indices derived from Thematic Mapper
(TM) and Operational Land Imager (OLI) data. Six Landsat TM/OLI satellite images acquired during 13
years period (2000–2013) coupled with in-situ electrical conductivity (EC) measurements were used to
develop the proposed method. After radiometric and atmospheric correction of TM/OLI images, a new
soil salinity index (OLI-SI) is proposed for soil EC estimation. Validation shows that this index allowed a
satisfactory EC estimation in the Tadla irrigated perimeter with coefficient of determination R
2
varying
from 0.55 to 0.77 and a Root Mean Square Error (RMSE) ranging between 1.02 dS/m and 2.35 dS/m. The
times-series of salinity maps produced over the Tadla plain using the proposed method show that salinity
is decreasing in intensity and progressively increasing in spatial extent, over the 2000–2013 period. This
trend resulted in a decrease in agricultural activities in the southwestern part of the perimeter, located
in the hydraulic downstream.
© 2016 Elsevier B.V. All rights reserved.
1. Introduction
Soil salinization is a major problem of land degradation and neg-
atively affects plants growth (Hamzeh et al., 2013). Besides that, it is
reducing the world’s irrigated area by 1–2% per year, and is becom-
ing more intense in arid and semi-arid regions such as Morocco
(FAO, 2002). Unfortunately, irrigated land are rapidly and strongly
vulnerable to soil salinization; approximately 0.01 km
2
of fertile
land are lost every minute and 30% of this loss is due to saliniza-
tion (Metternicht and Zinck, 2009). In this paper, the Tadla irrigated
perimeter was chosen as study area for its agricultural importance
in Morocco. Increased use of saline groundwater and surface water,
coupled with agricultural intensification in this perimeter leads to
soil salinization and weakening of regional agricultural production
(Bellouti et al., 2002; Lhissou et al., 2014). Soil salinization is a
very dynamic phenomenon both in time and space, whilst com-
monly used methods (field measurement, laboratory analysis) are
∗
Corresponding author.
E-mail address: a.elharti@usms.ma (A. El Harti).
expensive, laborious and unsuitable to the change speed of this phe-
nomenon (Allbed et al., 2014; Barbouchi et al., 2015). Therefore, it
became necessary to develop effective methods for mapping, moni-
toring and trend analysis of soil salinization in order to take suitable
and immediate mitigation decisions (Metternicht and Zinck, 2003).
In this context, many studies have described the usefulness of satel-
lite techniques, airborne imagery and in-situ spectroradiometry for
soil salinity mapping. These techniques are promising because of
the sensitivity of soil spectral response to its salt content (Farifteh
et al., 2007a,b; Bannari et al., 2008; Abbas et al., 2013; Sidike
et al., 2014). Thus, several authors have demonstrated the benefit of
combining spectral indices derived from various sensors with the
geochemical laboratory measurements (Dehaan and Taylor, 2002;
Khan et al., 2005; Bouaziz et al., 2011; Abbas et al., 2013; Hamzeh
et al., 2013; Allbed et al., 2014). However, there are very few stud-
ies on spatiotemporal monitoring of soil salinization using the Soil
Salinity Spectral Indices (SSSI).
In this paper, an approach based on SSSI is developed for spa-
tiotemporal monitoring of soil salinization in the Tadla irrigated
perimeter. To achieve this purpose, the SSSI and laboratory mea-
surements of electrical conductivity (EC) during the 2000–2013
http://dx.doi.org/10.1016/j.jag.2016.03.008
0303-2434/© 2016 Elsevier B.V. All rights reserved.