Europ. J. Agronomy 59 (2014) 67–77
Contents lists available at ScienceDirect
European Journal of Agronomy
j ourna l h o mepage: www.elsevier.com/locate/eja
Use of soil and vegetation spectroradiometry to investigate crop
water use efficiency of a drip irrigated tomato
S. Marino
a,∗
, M. Aria
b
, B. Basso
d
, A.P. Leone
c
, A. Alvino
a
a
Department of Agricultural, Environmental and Food Sciences (DAEFS), University of Molise, Via De Sanctis, I-86100 Campobasso, Italy
b
Department of Economics and Statistics, University of Study of Napoli Federico II, via Cintia 26, 80126 Napoli, Italy
c
Department of Geological Sciences, Michigan State University, 206 Natural Science Building, East Lansing, MI 48824-1115, United States
d
CNR — Institute for Mediterranean Agriculture and Forest Systems (ISAFoM), via Patacca 85, 80056 Ercolano, Italy
a r t i c l e i n f o
Article history:
Received 17 June 2013
Received in revised form 14 May 2014
Accepted 24 May 2014
Keywords:
Tomato yield
Water use efficiency
Vegetation indices
Irrigation management
a b s t r a c t
An agronomic research was conducted in Tuscany (Central Italy) to evaluate the effects of an advanced
irrigation system on the water use efficiency (WUE) of a tomato crop and to investigate the ability of soil
and vegetation spectroradiometry to detect and map WUE. Irrigation was applied following an innovative
approach based on CropSense system. Soil water content was monitored at four soil depths (10, 20,
30 and 50 cm) by a probe. Rainfall during the crop cycle reached 162 mm and irrigation water applied
with a drip system amounted to 207 mm, distributed with 16 irrigation events. Tomato yield varied
from 7.10 to 14.4 kg m
-2
, with a WUE ranging from 19.1 to 38.9 kg m
-3
. The irrigation system allowed
a high yield levels and a low depth of water applied, as compared to seasonal ET crop estimated with
Hargraves’ formula and with the literature data on irrigated tomato. Measurements were carried out
on geo-referenced points to gather information on crop (crop yield, eighteen Vegetation indices, leaf
area index) and on soil (spectroradiometric and traditional analysis). Eight VIs, out of nineteen ones
analyzed, showed a significant relationship with georeferenced yield data; PVI maps seemed able to
return the best response, before harvesting, to improve the knowledge of the area of cultivation and
irrigation system. CropSense irrigation system reduced seasonal irrigation volumes. Some vegetation
indexes were significantly correlated to tomato yield and well identify, a posteriori, crop area with low
WUE; spectroradiometry can be a valuable tool to improve irrigated tomato field management.
© 2014 Elsevier B.V. All rights reserved.
1. Introduction
Agricultural water use plays the most critical role in water
resources management all around the world (Köksal, 2008). The
value of water will go up in the century for the severe competition
for water from human beings, intensive agriculture, flora and fauna,
etc. (Bouwer, 2000). Irrigated agriculture is a major consumer of
water and accounts for about two thirds of the total fresh water
assigned to human uses (Fereres and Evans, 2006). As a general
rule, agriculture show often a low irrigation water use efficiency,
for this reason irrigation scientists are forced to develop water sav-
ing irrigation strategies (Payero et al., 2009). Sustainable irrigation
water management should simultaneously achieve two objectives:
sustaining irrigated agriculture for food security and preserving the
associated natural environment. A stable relationship should be
∗
Corresponding author. Tel.: +39 0874404709; fax: +39 0874404713.
E-mail addresses: stefanomarino@unimol.it, stefanomarino@gmail.com
(S. Marino).
maintained between these two objectives now and in the future,
while potential conflicts between these objectives should be miti-
gated through appropriate irrigation practices. The sustainable use
of water in agriculture has become a priority and the adoption
of irrigation strategies which may allow saving irrigation water
and maintaining satisfactory yields, thus improving water use effi-
ciency (WUE), may contribute to the preservation of this even more
restricted resource (Parry et al., 2005; Topcu et al., 2007).
Efficient use of water in any irrigation system is becoming
important particularly in arid and semiarid region where water
is a scarce commodity; in this area maximizing water productiv-
ity may be more profitable to the farmer than maximizing crop
yield (Pereira et al., 2002). The economic and environmental bene-
fits of improving the volumetric efficiency of irrigation are obvious
in both the value of the water saved and the additional produc-
tion possible with this water. Hence, there is a triple bonus for
improving irrigation precision including: (a) maximizing yield and
quality of production, (b) reducing water losses below the root
zone, and (c) conserving the resource base, by minimizing the risk
of groundwater salinity and thus enhancing sustainability. These
http://dx.doi.org/10.1016/j.eja.2014.05.012
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