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International Journal of Environmental & Agriculture Research (IJOEAR) ISSN:[2454-1850] [Vol-2, Issue-2, February- 2016]
Page | 125
Evapotranspiration partitioning components in an irrigated
winter wheat field: A combined isotopic and micrometeorologic
approach
N. Amenzou1
, H. Marah2
, J. Ezzahar3
, F. Raibi4
, F.Mokhtari5
, G. Aouade6
, S. Khabba7
,
M. Ismaili8
, Lee. Heng9
1,2,4
Water and Climate Unity, CNESTEN, Rabat, Morocco.
3,6,7
Cadi Ayyad University, Marrakech, Morocco
1,5,8
Faculty of Sciences, Meknรจs, Morocco
9
IAEA, Vienna, Austria
Abstractโ€” The arid and semi-arid regions constitute roughly one third of the total earthโ€™s surface. In these regions water
scarcity is one of the main limiting factors for economic growth. The impact of such water scarcity is amplified by inefficient
irrigation practices, especially since about 85% of available water is used for irrigation in these regions. Therefore, a sound
and efficient irrigation practice is an important step for achieving sustainable management of water resources in these
regions. In this regard, a better understanding of the water balance is essential to explore water-saving techniques. In the
context CRP project, experimental setups were conceived to monitor seasonal water consumption on the wheat crop
irrigated by flood irrigation in Sidi Rahal station (middle of morocco. The partitioning of evapotranspiration compounds
shows that transpiration dominates the evaporation about 68 % for three days (22, 23 and 24 February 2012). In addition
the wheat absorbs the soil water from 10 cm to 20 cm (90%) at this growing stage according to the multiple-source mass
balance assessment.
Keywordsโ€” Evapotranspiration partitioning, stables isotopes, wheat, flood irrigation.
I. INTRODUCTION
With dramatic consequences, the drought, and meteoric characteristic, is one of a principal and structural data for Moroccan
agriculture. The arid and semi arid areas take up 27% of Moroccan surface and 87% of arable land, whose 60% is covered by
cereal culture [1]. The cereal production remains insufficient to meet the country interior needs in this food product. To
increase productivity by the improvement of the farming techniques is not only imperative, but it is the only solution to be
considered. Enormous efforts were made to increase the yield. But, the techniques used are limited by drought which affects
this crop during all its vegetative cycle. The irrigation of cereals remains the only possible way to improve the production.
According to the FAO estimation, until 40% of food products produced in world are cultivated under irrigation, however a
great quantities of water used for this purpose are lost by the escapes in the irrigation systems. In addition, the irrational
irrigation practices are moreover one of the principal soil salinity causes. Approximately, 1/10 of the irrigated surfaces in the
world were degraded by salt. Also the climatic changes make more and more areas in world exposed to the drought and
desertification risk. The improved irrigation practices will contribute to preserve water and to protect the vulnerable soil. One
widely used approach is conventional deficit irrigation (DI) but it requires crop specific information for its effective use [2].
In the arid and semi arid areas, which suffers from a water shortage due to the scarcity of rainfall and to the increasing
demands of water under the demography pressure and agricultural activity effect, the evapotranspiration constitutes the most
important factor of water loss, whose, its determination is capital for a well control for water resources management.
Contrary to classic methods traditionally used, which remain insufficient (micro-lysimetry, sap flow) to determine correctly
the evapotranspiration partition, the isotopic geochemical studies provides important informationโ€™s to conclude this partition
and to understand the extraction water processes by roots. Indeed, the heavy stables isotopes content increases in water soil
by soil evaporation. On the other hand, the water extraction by the roots is without effect on this concentration. Water from
growing-season precipitation is rapidly lost from the rooting zone by the transpiration or soil evaporation depending, in part,
on the size of the precipitation event [3] and structural and physiological characteristics of the vegetation [4] the ratio of
transpiration (T) to evapotranspiration (ET) is a synthetic parameter that integrates ecophysiological and micro
environmental controls on total ecosystem water exchange [5].
International Journal of Environmental & Agriculture Research (IJOEAR) ISSN:[2454-1850] [Vol-2, Issue-2, February- 2016]
Page | 126
Indeed, in an isotopic steady-state condition of leaf water, transpiration introduces into the atmosphere a vapour whose
isotopic signature is identical to that of root water [6]. In a ฮด2
H-ฮด18
O diagram the signature of water vapour originally from
transpiration belongs to the local meteoric water isotopic composition. The evaporation causes a little modification of
isotopic composition of rainfall seepage in the surface layers of ground [7, 8]. Moreover, the roots system, which is often
widely developed in these surface soil layers, allow, by evaporation the plant alimentation in heavy isotope rich water. At
last, the root extraction changes strongly the water distribution in different soil horizons and then the availability towards the
vegetable covers. There are obviously a lot of consequences on the agronomic and hydrologic levels. The soil relative
humidity, the hydraulic potential, the hydraulic conductivity, the root structure, the chemistry of soil solutions, and the
evaporation - transpiration ratio are a parameters whose the determination is essential to understand the water transfer in soil-
plant-atmosphere continuum.
In this regard, a better understanding of the water balance is essential for exploring water-saving techniques and to avoid the
contamination of ground water. The most important components of water balance in semi-arid areas are the
evapotranspiration and the deep percolation. Effective methods, such as lysimetric method, sap flow measurement
techniques, and micrometeorological techniques are used to measure or estimate ET. But, there are several limitations in
using these methods. Stable isotopic tracer methods offer a new opportunity to study the components of ET at the field-scale,
from the leaf level to ecosystem, and can partition the ET from different compartments of the ecosystem incorporating
measurement of water vapour.
II. MATERIALS AND METHODS
2.1 Study site
The study is conducted in experimental station, irrigated with flood irrigation system; the experiment took place in one of the
irrigated areas, which has been managed since 1999 by a regional public agency (Office Rรฉgional de Mise en Valeur
Agricole du Haouz (ORMVAH)). The fields are generally sown between November 15 and January 15, and the harvest
occurs after 5โ€“6 months, in May or June. The station is located approximately 30 km southwest of Marrakech city, Morocco.
This area has a semi-arid Mediterranean climate, characterized by low and irregular rainfall with an annual average of about
240 mm against a higher reference evapotranspiration (ET0=1600 mm/year). The soils have high sand and low clay contents
(18% clay, 32% silt, and 50% sand).
2.2 Meteorological data
The study site was equipped with a set of standard meteorological instruments to measure wind speed and direction (model
Wp200, R.M. Young Co., Traverse City, MI, USA) and air temperature and humidity (model HMP45AC, Vaisala Oyj,
Helsinki, Finland) at four heights. Net radiation over vegetation and soil was measured using net radiometers (a model
CNR1, Kipp and Zonen, Delft, The Netherlands and the Q7 net radiometer (REBS Inc., WA, USA)). Soil heat flux was
measured using soil heat flux plates (Hukseflux). Water content reflectometers (CS616, Campbell Scientific Ltd.) were
installed at depths of 5, 10, 20, 30, 40, 60 and 80 cm in order to measure the soil humidity profile. Measurements were taken
at 1 Hz, and averages stored at 30-min intervals on CR23X data loggers (Campbell Scientific Ltd.).
2.3 Stable Isotopes Measurements
2.3.1 Soil water, plant water and vapor sampling
Using a hand-auger, soil was sampled from the surface to 10 cm. Sampled branches of orange tree were 0.5~1.0 cm in
diameter, 1~2 cm in length and from each of them the bark was removed. Every plant sample was composed of 2~3 stems
from different individuals. Soil and plant samples were placed into screw-cap glass vials (5 ml) and sealed with Parafilm,
then stored at about 2ยฐC. Soil and plant water was extracted by cryogenic vacuum distillation [10].
Water vapor was collected from 4 heights at the same time. During the collection period mentioned above, sampling was
started at 10:00, 11:00, 13:00, 14:00 and 15:00 h. For each group, vapour was collected during 1hour with a flow rate of 250
ml min-1
using a vacuum pump. The air was circulated through a set of 45 cm long glass traps [11] which were immersed in a
mixture of ethanol and liquid nitrogen (about -80ยฐC). Traps were made of 9 mm diameter Pyrex glass attached to 6~9 mm
diameter Cajon Ultra-Torr adapters which framed in 9 mm diameter Swagelok Union Tee. After sampling the traps were
sealed with Parafilm and stored at about 2ยฐC.
International Journal of Environmental & Agriculture Research (IJOEAR) ISSN:[2454-1850] [Vol-2, Issue-2, February- 2016]
Page | 127
Near the vapor sampling inlets, probes of model HMP45AC, Vaisala Oyj, Helsinki, Finland for measuring the air
temperature (Ta, in Kelvin) and relative humidity (h,) every 5 min. Using Ta, h and atmospheric pressure (Pa, in hPa), water
vapor concentration (mmolmol-1
) was calculated by [12]: Eq 1
๏› ๏ aa PttttPhOH /)1299.06445.09760.13185.13exp(10 432
2 ๏€ญ๏€ญ๏€ญ๏€ฝ (1)
Where Pa is standard atmosphere pressure (about 1013.25 hPa) and t = 1 (373.15/Ta).
2.3.2 Stable isotope and data analysis
In the laboratory Soil and plant water was extracted by cryogenic vacuum distillation [10]. The water samples were
isotopically analyzed at National center of sciences and nuclear techniques by laser spectrometer DLT-100 (ยฑ1 standard
deviation). The standard deviation for repeated analysis of laboratory standards was 0.2โ€ฐ for 18
O and 1โ€ฐ for D.
Concentrations of these isotopes are expressed as deviation from an international standard (V-SMOW) and using ฮด notation
in per mil (โ€ฐ): Eq 2
(2)
Where Rs and Rst are the molar ratio of the heavy to light isotopes in the sample and the standard, respectively.
2.3.3 Theoretical overview
The isotopic ratio of the atmospheric water vapor at a certain altitude can be described using Eq. (3) by considering mixing
of evapotranspired water vapor and free atmospheric water vapor [13, 14]. This relationship is linear, and when used with
water vapor the y-intercept reflects the source isotopic composition of the evapotranspiration flux:
(3)
Where ฮดebl is the isotopic composition of vapor collected from the ecosystem boundary layer, Ca the atmospheric vapor
concentration, Cebl the vapor concentration in the ecosystem boundary layer, ฮดa is the isotopic composition of the atmospheric
background and ฮดET indicates the isotopic composition of the evapotranspiration flux. The Keeling plot approach is based on
the assumption that the atmospheric concentration of vapor in an ecosystem combines the inputs of two major sources: the
background vapor from the atmosphere and vapor added by the sources in the ecosystem. It is further assumed that the only
loss of water vapor from the ecosystem is by turbulent mixing with the background atmosphere.
The isotopic ratio of evaporated water vapor from the soil surface is described below by considering the fractionation process
[15] Eq 4:
๏€ฝE๏ค
1000
)1()1(
)1(*
k
k
keqatmsurf
hh
hh
๏ฅ๏ฅ
๏ฅ๏ฅ๏ค๏ค๏ก
๏€ญ๏€ซ๏€ญ
๏€ญ๏€ญ๏€ญ๏€ญ
(4)
ฮดE: is the isotopic composition of soil evaporation flux
ฮฑ* : is the temperature dependent equilibrium fractionation factor
ฮตk : is the kinetic fractionation factor
h : is the relative humidity normalized to the temperature at the evaporation surface in the soil
ฮดatm : is the isotopic composition of atmospheric vapour
ฮดsurface : is the isotopic composition of water at the evaporation surface in the soil.
The best equations describing ฮฑ* are those provided by Majoube [16] Eq 5
11000/]0667.2)10(4156.0)10(137.1[* 32618
๏€ซ๏€ญ๏€ญ๏€ฝ TTO๏ก
11000/]612.52)10(248.76)10(844.24[* 326
๏€ซ๏€ญ๏€ญ๏€ฝ TTD๏ก (5)
1000*]1)/[(โ€ฐ ๏€ญ๏€ฝ RstRs๏ค
ET
ebl
ETaaebl
C
C ๏ค๏ค๏ค๏ค ๏€ซ๏€ญ๏€ฝ
1
)(
International Journal of Environmental & Agriculture Research (IJOEAR) ISSN:[2454-1850] [Vol-2, Issue-2, February- 2016]
Page | 128
Where, T is soil temperature recorded at 5 cm depth in degrees Kelvin.
ฮตk is estimated using the diffusivity ratios of 1.0251 for H2O: HDO and 1.0281 for H2O:H2
18
O [17].
The contribution of transpiration to evapotranspiration is estimated by Eq 6 [18]:
ET
EET
TF
๏ค๏ค
๏ค๏ค
๏€ญ
๏€ญ
๏€ฝ (6)
III. RESULTS AND DISCUSSION
3.1 Evolution of climatic conditions
The temporal evolution of ET0 is typically of a semi arid continental climate type. It is characterised by a high climatic
demand. The lowest values of ET0 (0.99mm/day) occurred during the winter and highest values occurred in the summer (9,89
mm/day) in this figure the evolution of ET0 is similar to T mean of air. Precipitation temporal patterns over the growing
season of citrus trees were characterized by low and irregular rainfall events, with a total precipitation amount of about 295
mm. The amount and timing of irrigations applied by the farmer are presented also in this figure (1)
FIGURE 1: THE ENVIRONMENTAL CONDITION DURING THE GROWING SEASON
3.2 Partitioning Evapotranspiration components
3.2.1 The stable isotopic composition of vapor water, soil water and irrigation water
The following figure (2) chows that the continent of all samples for the three days of sampling (water vapor, soil water,
irrigation water) are situated around the LMWL. The regression line of the all samples intersects the LMWL at point that
present the origin of all the samples. The vapour profiles (figure 3) represent an isotopic heterogeneity during the three days,
it gradually impoverishment -71.96โ€ฐ to -87.01โ€ฐ. However the vertical variation of ฮดD shows a homogenization in
vegetation since 14:00 pm and it come on totality homogenization around 16:00 pm. That shows the high contribution of
vegetation in hydrology cycle.
0,00
5,00
10,00
15,00
20,00
25,00
30,00
0 20 40 60 80 100 120 140 160
Day
ET0mmandTempยฐc
0
10
20
30
40
50
60
70
80
90
100
Day
rainandirrigationmm
irrigation rain ET0 Temperature
International Journal of Environmental & Agriculture Research (IJOEAR) ISSN:[2454-1850] [Vol-2, Issue-2, February- 2016]
Page | 129
FIGURE 2 : ฮด18
O VERSUS ฮดD IN ATMOSPHERIC WATER VAPOUR, IRRIGATION AND SOIL WATER AFTER OBSERVED AT
WHEAT STUDY CASE (A 22 st, B 23 th and C 24 th February)
FIGURE 3 : EVOLUTION OF ISOTOPIC COMPOSITION (ฮดD)OF ATMOSPHERIC VAPOR AT DIFFERENT LEVELS IN AND OUT
VEGETATION (B 23 th February 2012)
P1 du 23/2/12
-85.60
-80.16
-79.79
-71.630
100
200
300
-94 -74 ฮด2H
Hauteur(cm)
10h00
P2 du 23/2/12
-83.18
-81.67
-75.06
-69.420
100
200
300
-94 -74 ฮด2H
Hauteur(cm)
11h00
P3 du 23/2/12
-86.27
-81.53
-73.45
-72.080
100
200
300
-94 -74 ฮด2H
hauteur(cm)
12h00
P5 du 23/2/12
-90.48
-86.75
-72.98
-73.240
100
200
300
-94 -74 ฮด2H
Hauteur(cm)
14h00
P6 du 23/2/12
-88.21
-86.14
-78.96
-77.170
100
200
300
-94 -74 ฮด2H
Hauteur(cm)
15h00
P4 du 23/2/12
-88.31
-81.20
-71.52
-68.220
100
200
300
-94 -74 ฮด2H
Hauteur(cm)
13h00
LMWL: ฮดยฒH = 8,11ฮด
18
O + 13,5
-100
-90
-80
-70
-60
-50
-40
-30
-20
-10
-20,0 -15,0 -10,0 -5,0 ฮด18
Oโ€ฐ
ฮดยฒH โ€ฐ
soil water
irrigation
atmospheric vapor
-100
-90
-80
-70
-60
-50
-40
-30
-20
-10
-15,0 -13,0 -11,0 -9,0 -7,0 -5,0 -3,0
ฮด18
Oโ€ฐ
ฮดยฒH โ€ฐ
irrigation
p2
Atmaspheric vapor
-100
-80
-60
-40
-20
0
-15 -13 -11 -9 -7 -5 -3 -1
ฮด18
O
ฮด2
H
irri
24 p2
Atmospheric vapor
A B
C
International Journal of Environmental & Agriculture Research (IJOEAR) ISSN:[2454-1850] [Vol-2, Issue-2, February- 2016]
Page | 130
3.2.2 keeling plot analysis
A significant regression lines were found in keeling plot pictured by ฮดD, although those plotted by ฮด18
O were not significant.
The table 1 shows the different slopes and the intercepts of keeling plots. All the intercepts of Keeling plots (figure 4) were
close to symbols which reflected isotopic values of plant transpiration relative to that reflected isotopic compositions of soil
evaporation. This meant plant transpiration contributes more to ET than soil evaporation. Considering wheat transpiration as
one source and the soil evaporation as another one, the fractional contributions of plant transpiration to total ET (T/ET) were
73 %, 59 % and 74 % for ฮดD on 22 st, 23 th and 24 th February, respectively. This may be explained by height canopy cover,
about 77 % at this growing stage (maturation). The maturation period had larger E/ET ratios because of the smaller LAI and
more bare area with low transpiration [19].
Yucui Zhang [20] combined isotopic and micrometeorologic approach to investigate the responses of transpiration and soil
evaporation to an irrigation event in an winter wheat field, and the results show that transpiration was 4.91 mm, or 83%of
total ET on DOY138 and 1.02 mm, or 60%of ET, on DOY149.The higher percentage transpiration during the filling stage is
expected because this stage corresponds to a higher LAI and increasing biomass.
Liu et al. [19] found that transpiration took up 70.3 and 69.7% of the total evapotranspiration for irrigated winter wheat and
summer corn field in the growing season, respectively, at Luancheng Station in the North China Plain, based on the
measurement of large-scale weighing lysimeter and two micro-lysimeters. These research conclusions about T/ET in
irrigated field are similar to our results in this study, so the method of Linear mixing with atmospheric vapor (Keeling plots)
to partition the evaporation and transpiration in study area is credible.
However, for the researches not related to irrigation, the partitioning results have some difference. The T/ET ratio is
relatively low for plants under semi-arid or arid climate [21]; [22], and relatively high under humid climate, which has
similar moisture conditions as after irrigation. Hsieh [23] studied the T/ET in soils along an arid to humid transect in Hawaii
by oxygen-18, and the T/ET ratio increased from 14%to 71%.
FIGURE 4 : RELATIONSHIP BETWEEN ฮดD AND THE INVERSE OF THE AIR ABSOLUTE HUMIDITY AT DIFFERENT LEVELS
ABOVE THE GROUND (A 22 st, B 23 th and C 24 th February)
y = -214,24x - 57,579
R2
= 0,5303
-100,00
-90,00
-80,00
-70,00
-60,00
-50,00
-40,00
-30,00
0,000 0,050 0,100 0,150 0,200
1/H2O
ฮดยฒHโ€ฐ
ฮดE
ฮดET
ฮดT
y = -239,55x - 52,954
R2
= 0,562
-100
-90
-80
-70
-60
-50
-40
-30
-20
0 0,05 0,1 0,15 0,2
1/H2O
ฮดยฒHโ€ฐ
ฮดE
ฮดT
ฮดET
y = -218,95x - 59,751
R2
= 0,3905
-100
-90
-80
-70
-60
-50
-40
-30
0 0,05 0,1 0,15 0,2
1/H2O
ฮดยฒHโ€ฐ
ฮดET
ฮดT
ฮดE
A B
C
International Journal of Environmental & Agriculture Research (IJOEAR) ISSN:[2454-1850] [Vol-2, Issue-2, February- 2016]
Page | 131
TABLE 1
SLOPE AND INTERCEPT OF THE REGRESSION LINES BETWEEN ฮดD VALUES OF WATER VAPOR COLLECTED AT DIFFERENT
HEIGHTS AND THE INVERSE OF THE CORRESPONDING VAPOR CONCENTRATION. THE INTERCEPT INDICATES THE ISOTOPIC
VALUES OF EVAPOTRANSPIRATION (ฮดET).
ฮดs ฮดa ฮดT ฮด ET P R2
ฮฑ ฮตk ฮดE FT%
22/02/12 -27,26 -73,46 -34,55 -57,58 0,0002* 0,530 1,08 1,03 -119,28 0,73
23/02/12 -5,72 -68,22 -27,29 -52,95 0,0001* 0,562 1,08 1,03 -90,09 0,59
24/02/12 -26,05 -71,36 -37,44 -59,75 0,002* 0,39 1,08 1,03 -122,06 0,74
*The significance level is 0.05.
3.2.3 Root water uptake depths
For the soil and stem water sampled at the same time, according to the mass balance of soil water and its isotopes, the
proportions of each layer (f1โ€“f4) can be determined by their isotopic signature and the isotopic signature of mixture (stem
water).Eq 7
ฮดXt = f 1ฮดX1 + f2ฮดX2 + f3ฮดX3 +f4ฮดX4 (7)
With: 1= f 1 + f2 + f3 +f4
IsoSource [24] was used to evaluate the relative contribution of each soil layer to stem water. The fractional increment was
set at 1%, and the uncertainty level was set at 0.2.
FIGURE 5 : HISTOGRAMS OBTAINED BY THE MULTI-SOURCE MASS BALANCE, WHICH SHOW THE ESTIMATED RANGES OF
PROPORTIONAL CONTRIBUTION OF WATER FROM EACH SOIL DEPTH TO TOTAL WATER UPTAKE OF WINTER WHEAT
(GREEN LINE STEM WATER, BLUE LINE IRRIGATION WATER)
0,00
10,00
20,00
30,00
40,00
50,00
60,00
-50 -30 -10 10
ฮด2H
profondeur(cm)
B
A
International Journal of Environmental & Agriculture Research (IJOEAR) ISSN:[2454-1850] [Vol-2, Issue-2, February- 2016]
Page | 132
The multiple-source mass balance assessment shows that the wheat absorbs the soil water from 10 cm to 20 cm (90%) at this
growing stage (figure 5A)
Figure 5B show hydrogen isotope in the soil profile and corresponding crop stem. The isotopic profiles of soil water are
determined by the evaporation effect and the antecedent precipitation and irrigation. Because soil was sampled when there
was no rainfall several days before, the surface soil water was isotopically enriched due to evaporation. For other soil water,
the isotopes were a mixture of evaporation effect and the isotopic signatures of antecedent precipitation and irrigation event.
In direct inference approach, the intersection of stem water isotopes โ€™vertical line and the soil water isotopes โ€™profile is
considered to be the main depth of root water uptake. According to this direct inference we can get: the main depths of root
water uptake of winter wheat are between 10 and 20 cm in this growing stage.
IV. CONCLUSION
This study, shows that the Keeling plot technique give a good result for the partitioning of Evapotranspiration components
with high R2
. The direct comparison shows: the main depth water uptake of winter wheat is 10 cm in this growing stage. The
multiple-source mass balance assessment give the same result that direct approach, this one shows that the wheat absorbs the
soil water from 10 cm to 20 cm (90%) at this growing stage.
The present project constitutes an appropriate complement of previous attempts to quantify evaporation in irrigated areas
within selected sites including different type of irrigation practices and different kind of vegetation (culture) and. This
conclusion is useful for agricultural water management and irrigation schedules.
ACKNOWLEDGEMENTS
The authors are thankful to the IAEA for the financial and technical support provided under Research Contract MOR-14493.
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[16] Majoube, M. 1971. Fractionnement en oxygene-18 et en deuterium entre lโ€™eau et sa vapeur. Journal de Chimie Physique 68: 1423-
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[17] Merlivat, Molecular diffusivities of H2 16O, HD16O, and H2 18O in gases, Journal of Chemical Physics 69 (1978) 2864โ€“2871.
[18] Yakir, D. and L.D.S.L. Sternberg. 2000. The use of stable isotopes to study ecosystem gas exchange. Oecologia 123: 297-311.
[19] Liu,C.M.,Zhang,X.Y.,Zhang,Y.Q.,2002.Determination of daily evaporation and evapotranspiration of winter wheat and maize by
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[20] Yucui Zhang,Yanjun Shen, ,Hongyong Sun ,John B.Gates. 2011. Evapotranspiration and its partitioning in an irrigated winter wheat
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[21] Brunel,J.P.,Walker,G.R.,Dighton,J.C.,Monteny,B.,1997.Use of stable isotopes of water to determine the origin of water used by the
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[22] Ferretti,D.F.,Pendall,E.,Morgan,J.A.,Nelson,J.A.,Lecain,D.,Mosier,A.R.,2003. Partitioning evapotranspiration .uxes from a Colorado
grassland using stable isotopes:seasonal variations and ecosystem implications of elevated atomspheric CO2.Plant Soil 254,291 โ€“303.
[23] Hsieh,J.C.,Chadwick,O.A.,Kelly,E.F.,Savin,S.M.,1998.Oxygen isotopic composition of soil water:quantifying evaporation and
transpiration.Geoderma 82, 269 โ€“293.
[24] Phillips, D.L., Gregg, J.W., 2003. Source partitioning using stable isotopes: coping with too many sources. Oecologia 136, 261โ€“269.

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Evapotranspiration partitioning components in an irrigated winter wheat field: A combined isotopic and micrometeorologic approach

  • 1. International Journal of Environmental & Agriculture Research (IJOEAR) ISSN:[2454-1850] [Vol-2, Issue-2, February- 2016] Page | 125 Evapotranspiration partitioning components in an irrigated winter wheat field: A combined isotopic and micrometeorologic approach N. Amenzou1 , H. Marah2 , J. Ezzahar3 , F. Raibi4 , F.Mokhtari5 , G. Aouade6 , S. Khabba7 , M. Ismaili8 , Lee. Heng9 1,2,4 Water and Climate Unity, CNESTEN, Rabat, Morocco. 3,6,7 Cadi Ayyad University, Marrakech, Morocco 1,5,8 Faculty of Sciences, Meknรจs, Morocco 9 IAEA, Vienna, Austria Abstractโ€” The arid and semi-arid regions constitute roughly one third of the total earthโ€™s surface. In these regions water scarcity is one of the main limiting factors for economic growth. The impact of such water scarcity is amplified by inefficient irrigation practices, especially since about 85% of available water is used for irrigation in these regions. Therefore, a sound and efficient irrigation practice is an important step for achieving sustainable management of water resources in these regions. In this regard, a better understanding of the water balance is essential to explore water-saving techniques. In the context CRP project, experimental setups were conceived to monitor seasonal water consumption on the wheat crop irrigated by flood irrigation in Sidi Rahal station (middle of morocco. The partitioning of evapotranspiration compounds shows that transpiration dominates the evaporation about 68 % for three days (22, 23 and 24 February 2012). In addition the wheat absorbs the soil water from 10 cm to 20 cm (90%) at this growing stage according to the multiple-source mass balance assessment. Keywordsโ€” Evapotranspiration partitioning, stables isotopes, wheat, flood irrigation. I. INTRODUCTION With dramatic consequences, the drought, and meteoric characteristic, is one of a principal and structural data for Moroccan agriculture. The arid and semi arid areas take up 27% of Moroccan surface and 87% of arable land, whose 60% is covered by cereal culture [1]. The cereal production remains insufficient to meet the country interior needs in this food product. To increase productivity by the improvement of the farming techniques is not only imperative, but it is the only solution to be considered. Enormous efforts were made to increase the yield. But, the techniques used are limited by drought which affects this crop during all its vegetative cycle. The irrigation of cereals remains the only possible way to improve the production. According to the FAO estimation, until 40% of food products produced in world are cultivated under irrigation, however a great quantities of water used for this purpose are lost by the escapes in the irrigation systems. In addition, the irrational irrigation practices are moreover one of the principal soil salinity causes. Approximately, 1/10 of the irrigated surfaces in the world were degraded by salt. Also the climatic changes make more and more areas in world exposed to the drought and desertification risk. The improved irrigation practices will contribute to preserve water and to protect the vulnerable soil. One widely used approach is conventional deficit irrigation (DI) but it requires crop specific information for its effective use [2]. In the arid and semi arid areas, which suffers from a water shortage due to the scarcity of rainfall and to the increasing demands of water under the demography pressure and agricultural activity effect, the evapotranspiration constitutes the most important factor of water loss, whose, its determination is capital for a well control for water resources management. Contrary to classic methods traditionally used, which remain insufficient (micro-lysimetry, sap flow) to determine correctly the evapotranspiration partition, the isotopic geochemical studies provides important informationโ€™s to conclude this partition and to understand the extraction water processes by roots. Indeed, the heavy stables isotopes content increases in water soil by soil evaporation. On the other hand, the water extraction by the roots is without effect on this concentration. Water from growing-season precipitation is rapidly lost from the rooting zone by the transpiration or soil evaporation depending, in part, on the size of the precipitation event [3] and structural and physiological characteristics of the vegetation [4] the ratio of transpiration (T) to evapotranspiration (ET) is a synthetic parameter that integrates ecophysiological and micro environmental controls on total ecosystem water exchange [5].
  • 2. International Journal of Environmental & Agriculture Research (IJOEAR) ISSN:[2454-1850] [Vol-2, Issue-2, February- 2016] Page | 126 Indeed, in an isotopic steady-state condition of leaf water, transpiration introduces into the atmosphere a vapour whose isotopic signature is identical to that of root water [6]. In a ฮด2 H-ฮด18 O diagram the signature of water vapour originally from transpiration belongs to the local meteoric water isotopic composition. The evaporation causes a little modification of isotopic composition of rainfall seepage in the surface layers of ground [7, 8]. Moreover, the roots system, which is often widely developed in these surface soil layers, allow, by evaporation the plant alimentation in heavy isotope rich water. At last, the root extraction changes strongly the water distribution in different soil horizons and then the availability towards the vegetable covers. There are obviously a lot of consequences on the agronomic and hydrologic levels. The soil relative humidity, the hydraulic potential, the hydraulic conductivity, the root structure, the chemistry of soil solutions, and the evaporation - transpiration ratio are a parameters whose the determination is essential to understand the water transfer in soil- plant-atmosphere continuum. In this regard, a better understanding of the water balance is essential for exploring water-saving techniques and to avoid the contamination of ground water. The most important components of water balance in semi-arid areas are the evapotranspiration and the deep percolation. Effective methods, such as lysimetric method, sap flow measurement techniques, and micrometeorological techniques are used to measure or estimate ET. But, there are several limitations in using these methods. Stable isotopic tracer methods offer a new opportunity to study the components of ET at the field-scale, from the leaf level to ecosystem, and can partition the ET from different compartments of the ecosystem incorporating measurement of water vapour. II. MATERIALS AND METHODS 2.1 Study site The study is conducted in experimental station, irrigated with flood irrigation system; the experiment took place in one of the irrigated areas, which has been managed since 1999 by a regional public agency (Office Rรฉgional de Mise en Valeur Agricole du Haouz (ORMVAH)). The fields are generally sown between November 15 and January 15, and the harvest occurs after 5โ€“6 months, in May or June. The station is located approximately 30 km southwest of Marrakech city, Morocco. This area has a semi-arid Mediterranean climate, characterized by low and irregular rainfall with an annual average of about 240 mm against a higher reference evapotranspiration (ET0=1600 mm/year). The soils have high sand and low clay contents (18% clay, 32% silt, and 50% sand). 2.2 Meteorological data The study site was equipped with a set of standard meteorological instruments to measure wind speed and direction (model Wp200, R.M. Young Co., Traverse City, MI, USA) and air temperature and humidity (model HMP45AC, Vaisala Oyj, Helsinki, Finland) at four heights. Net radiation over vegetation and soil was measured using net radiometers (a model CNR1, Kipp and Zonen, Delft, The Netherlands and the Q7 net radiometer (REBS Inc., WA, USA)). Soil heat flux was measured using soil heat flux plates (Hukseflux). Water content reflectometers (CS616, Campbell Scientific Ltd.) were installed at depths of 5, 10, 20, 30, 40, 60 and 80 cm in order to measure the soil humidity profile. Measurements were taken at 1 Hz, and averages stored at 30-min intervals on CR23X data loggers (Campbell Scientific Ltd.). 2.3 Stable Isotopes Measurements 2.3.1 Soil water, plant water and vapor sampling Using a hand-auger, soil was sampled from the surface to 10 cm. Sampled branches of orange tree were 0.5~1.0 cm in diameter, 1~2 cm in length and from each of them the bark was removed. Every plant sample was composed of 2~3 stems from different individuals. Soil and plant samples were placed into screw-cap glass vials (5 ml) and sealed with Parafilm, then stored at about 2ยฐC. Soil and plant water was extracted by cryogenic vacuum distillation [10]. Water vapor was collected from 4 heights at the same time. During the collection period mentioned above, sampling was started at 10:00, 11:00, 13:00, 14:00 and 15:00 h. For each group, vapour was collected during 1hour with a flow rate of 250 ml min-1 using a vacuum pump. The air was circulated through a set of 45 cm long glass traps [11] which were immersed in a mixture of ethanol and liquid nitrogen (about -80ยฐC). Traps were made of 9 mm diameter Pyrex glass attached to 6~9 mm diameter Cajon Ultra-Torr adapters which framed in 9 mm diameter Swagelok Union Tee. After sampling the traps were sealed with Parafilm and stored at about 2ยฐC.
  • 3. International Journal of Environmental & Agriculture Research (IJOEAR) ISSN:[2454-1850] [Vol-2, Issue-2, February- 2016] Page | 127 Near the vapor sampling inlets, probes of model HMP45AC, Vaisala Oyj, Helsinki, Finland for measuring the air temperature (Ta, in Kelvin) and relative humidity (h,) every 5 min. Using Ta, h and atmospheric pressure (Pa, in hPa), water vapor concentration (mmolmol-1 ) was calculated by [12]: Eq 1 ๏› ๏ aa PttttPhOH /)1299.06445.09760.13185.13exp(10 432 2 ๏€ญ๏€ญ๏€ญ๏€ฝ (1) Where Pa is standard atmosphere pressure (about 1013.25 hPa) and t = 1 (373.15/Ta). 2.3.2 Stable isotope and data analysis In the laboratory Soil and plant water was extracted by cryogenic vacuum distillation [10]. The water samples were isotopically analyzed at National center of sciences and nuclear techniques by laser spectrometer DLT-100 (ยฑ1 standard deviation). The standard deviation for repeated analysis of laboratory standards was 0.2โ€ฐ for 18 O and 1โ€ฐ for D. Concentrations of these isotopes are expressed as deviation from an international standard (V-SMOW) and using ฮด notation in per mil (โ€ฐ): Eq 2 (2) Where Rs and Rst are the molar ratio of the heavy to light isotopes in the sample and the standard, respectively. 2.3.3 Theoretical overview The isotopic ratio of the atmospheric water vapor at a certain altitude can be described using Eq. (3) by considering mixing of evapotranspired water vapor and free atmospheric water vapor [13, 14]. This relationship is linear, and when used with water vapor the y-intercept reflects the source isotopic composition of the evapotranspiration flux: (3) Where ฮดebl is the isotopic composition of vapor collected from the ecosystem boundary layer, Ca the atmospheric vapor concentration, Cebl the vapor concentration in the ecosystem boundary layer, ฮดa is the isotopic composition of the atmospheric background and ฮดET indicates the isotopic composition of the evapotranspiration flux. The Keeling plot approach is based on the assumption that the atmospheric concentration of vapor in an ecosystem combines the inputs of two major sources: the background vapor from the atmosphere and vapor added by the sources in the ecosystem. It is further assumed that the only loss of water vapor from the ecosystem is by turbulent mixing with the background atmosphere. The isotopic ratio of evaporated water vapor from the soil surface is described below by considering the fractionation process [15] Eq 4: ๏€ฝE๏ค 1000 )1()1( )1(* k k keqatmsurf hh hh ๏ฅ๏ฅ ๏ฅ๏ฅ๏ค๏ค๏ก ๏€ญ๏€ซ๏€ญ ๏€ญ๏€ญ๏€ญ๏€ญ (4) ฮดE: is the isotopic composition of soil evaporation flux ฮฑ* : is the temperature dependent equilibrium fractionation factor ฮตk : is the kinetic fractionation factor h : is the relative humidity normalized to the temperature at the evaporation surface in the soil ฮดatm : is the isotopic composition of atmospheric vapour ฮดsurface : is the isotopic composition of water at the evaporation surface in the soil. The best equations describing ฮฑ* are those provided by Majoube [16] Eq 5 11000/]0667.2)10(4156.0)10(137.1[* 32618 ๏€ซ๏€ญ๏€ญ๏€ฝ TTO๏ก 11000/]612.52)10(248.76)10(844.24[* 326 ๏€ซ๏€ญ๏€ญ๏€ฝ TTD๏ก (5) 1000*]1)/[(โ€ฐ ๏€ญ๏€ฝ RstRs๏ค ET ebl ETaaebl C C ๏ค๏ค๏ค๏ค ๏€ซ๏€ญ๏€ฝ 1 )(
  • 4. International Journal of Environmental & Agriculture Research (IJOEAR) ISSN:[2454-1850] [Vol-2, Issue-2, February- 2016] Page | 128 Where, T is soil temperature recorded at 5 cm depth in degrees Kelvin. ฮตk is estimated using the diffusivity ratios of 1.0251 for H2O: HDO and 1.0281 for H2O:H2 18 O [17]. The contribution of transpiration to evapotranspiration is estimated by Eq 6 [18]: ET EET TF ๏ค๏ค ๏ค๏ค ๏€ญ ๏€ญ ๏€ฝ (6) III. RESULTS AND DISCUSSION 3.1 Evolution of climatic conditions The temporal evolution of ET0 is typically of a semi arid continental climate type. It is characterised by a high climatic demand. The lowest values of ET0 (0.99mm/day) occurred during the winter and highest values occurred in the summer (9,89 mm/day) in this figure the evolution of ET0 is similar to T mean of air. Precipitation temporal patterns over the growing season of citrus trees were characterized by low and irregular rainfall events, with a total precipitation amount of about 295 mm. The amount and timing of irrigations applied by the farmer are presented also in this figure (1) FIGURE 1: THE ENVIRONMENTAL CONDITION DURING THE GROWING SEASON 3.2 Partitioning Evapotranspiration components 3.2.1 The stable isotopic composition of vapor water, soil water and irrigation water The following figure (2) chows that the continent of all samples for the three days of sampling (water vapor, soil water, irrigation water) are situated around the LMWL. The regression line of the all samples intersects the LMWL at point that present the origin of all the samples. The vapour profiles (figure 3) represent an isotopic heterogeneity during the three days, it gradually impoverishment -71.96โ€ฐ to -87.01โ€ฐ. However the vertical variation of ฮดD shows a homogenization in vegetation since 14:00 pm and it come on totality homogenization around 16:00 pm. That shows the high contribution of vegetation in hydrology cycle. 0,00 5,00 10,00 15,00 20,00 25,00 30,00 0 20 40 60 80 100 120 140 160 Day ET0mmandTempยฐc 0 10 20 30 40 50 60 70 80 90 100 Day rainandirrigationmm irrigation rain ET0 Temperature
  • 5. International Journal of Environmental & Agriculture Research (IJOEAR) ISSN:[2454-1850] [Vol-2, Issue-2, February- 2016] Page | 129 FIGURE 2 : ฮด18 O VERSUS ฮดD IN ATMOSPHERIC WATER VAPOUR, IRRIGATION AND SOIL WATER AFTER OBSERVED AT WHEAT STUDY CASE (A 22 st, B 23 th and C 24 th February) FIGURE 3 : EVOLUTION OF ISOTOPIC COMPOSITION (ฮดD)OF ATMOSPHERIC VAPOR AT DIFFERENT LEVELS IN AND OUT VEGETATION (B 23 th February 2012) P1 du 23/2/12 -85.60 -80.16 -79.79 -71.630 100 200 300 -94 -74 ฮด2H Hauteur(cm) 10h00 P2 du 23/2/12 -83.18 -81.67 -75.06 -69.420 100 200 300 -94 -74 ฮด2H Hauteur(cm) 11h00 P3 du 23/2/12 -86.27 -81.53 -73.45 -72.080 100 200 300 -94 -74 ฮด2H hauteur(cm) 12h00 P5 du 23/2/12 -90.48 -86.75 -72.98 -73.240 100 200 300 -94 -74 ฮด2H Hauteur(cm) 14h00 P6 du 23/2/12 -88.21 -86.14 -78.96 -77.170 100 200 300 -94 -74 ฮด2H Hauteur(cm) 15h00 P4 du 23/2/12 -88.31 -81.20 -71.52 -68.220 100 200 300 -94 -74 ฮด2H Hauteur(cm) 13h00 LMWL: ฮดยฒH = 8,11ฮด 18 O + 13,5 -100 -90 -80 -70 -60 -50 -40 -30 -20 -10 -20,0 -15,0 -10,0 -5,0 ฮด18 Oโ€ฐ ฮดยฒH โ€ฐ soil water irrigation atmospheric vapor -100 -90 -80 -70 -60 -50 -40 -30 -20 -10 -15,0 -13,0 -11,0 -9,0 -7,0 -5,0 -3,0 ฮด18 Oโ€ฐ ฮดยฒH โ€ฐ irrigation p2 Atmaspheric vapor -100 -80 -60 -40 -20 0 -15 -13 -11 -9 -7 -5 -3 -1 ฮด18 O ฮด2 H irri 24 p2 Atmospheric vapor A B C
  • 6. International Journal of Environmental & Agriculture Research (IJOEAR) ISSN:[2454-1850] [Vol-2, Issue-2, February- 2016] Page | 130 3.2.2 keeling plot analysis A significant regression lines were found in keeling plot pictured by ฮดD, although those plotted by ฮด18 O were not significant. The table 1 shows the different slopes and the intercepts of keeling plots. All the intercepts of Keeling plots (figure 4) were close to symbols which reflected isotopic values of plant transpiration relative to that reflected isotopic compositions of soil evaporation. This meant plant transpiration contributes more to ET than soil evaporation. Considering wheat transpiration as one source and the soil evaporation as another one, the fractional contributions of plant transpiration to total ET (T/ET) were 73 %, 59 % and 74 % for ฮดD on 22 st, 23 th and 24 th February, respectively. This may be explained by height canopy cover, about 77 % at this growing stage (maturation). The maturation period had larger E/ET ratios because of the smaller LAI and more bare area with low transpiration [19]. Yucui Zhang [20] combined isotopic and micrometeorologic approach to investigate the responses of transpiration and soil evaporation to an irrigation event in an winter wheat field, and the results show that transpiration was 4.91 mm, or 83%of total ET on DOY138 and 1.02 mm, or 60%of ET, on DOY149.The higher percentage transpiration during the filling stage is expected because this stage corresponds to a higher LAI and increasing biomass. Liu et al. [19] found that transpiration took up 70.3 and 69.7% of the total evapotranspiration for irrigated winter wheat and summer corn field in the growing season, respectively, at Luancheng Station in the North China Plain, based on the measurement of large-scale weighing lysimeter and two micro-lysimeters. These research conclusions about T/ET in irrigated field are similar to our results in this study, so the method of Linear mixing with atmospheric vapor (Keeling plots) to partition the evaporation and transpiration in study area is credible. However, for the researches not related to irrigation, the partitioning results have some difference. The T/ET ratio is relatively low for plants under semi-arid or arid climate [21]; [22], and relatively high under humid climate, which has similar moisture conditions as after irrigation. Hsieh [23] studied the T/ET in soils along an arid to humid transect in Hawaii by oxygen-18, and the T/ET ratio increased from 14%to 71%. FIGURE 4 : RELATIONSHIP BETWEEN ฮดD AND THE INVERSE OF THE AIR ABSOLUTE HUMIDITY AT DIFFERENT LEVELS ABOVE THE GROUND (A 22 st, B 23 th and C 24 th February) y = -214,24x - 57,579 R2 = 0,5303 -100,00 -90,00 -80,00 -70,00 -60,00 -50,00 -40,00 -30,00 0,000 0,050 0,100 0,150 0,200 1/H2O ฮดยฒHโ€ฐ ฮดE ฮดET ฮดT y = -239,55x - 52,954 R2 = 0,562 -100 -90 -80 -70 -60 -50 -40 -30 -20 0 0,05 0,1 0,15 0,2 1/H2O ฮดยฒHโ€ฐ ฮดE ฮดT ฮดET y = -218,95x - 59,751 R2 = 0,3905 -100 -90 -80 -70 -60 -50 -40 -30 0 0,05 0,1 0,15 0,2 1/H2O ฮดยฒHโ€ฐ ฮดET ฮดT ฮดE A B C
  • 7. International Journal of Environmental & Agriculture Research (IJOEAR) ISSN:[2454-1850] [Vol-2, Issue-2, February- 2016] Page | 131 TABLE 1 SLOPE AND INTERCEPT OF THE REGRESSION LINES BETWEEN ฮดD VALUES OF WATER VAPOR COLLECTED AT DIFFERENT HEIGHTS AND THE INVERSE OF THE CORRESPONDING VAPOR CONCENTRATION. THE INTERCEPT INDICATES THE ISOTOPIC VALUES OF EVAPOTRANSPIRATION (ฮดET). ฮดs ฮดa ฮดT ฮด ET P R2 ฮฑ ฮตk ฮดE FT% 22/02/12 -27,26 -73,46 -34,55 -57,58 0,0002* 0,530 1,08 1,03 -119,28 0,73 23/02/12 -5,72 -68,22 -27,29 -52,95 0,0001* 0,562 1,08 1,03 -90,09 0,59 24/02/12 -26,05 -71,36 -37,44 -59,75 0,002* 0,39 1,08 1,03 -122,06 0,74 *The significance level is 0.05. 3.2.3 Root water uptake depths For the soil and stem water sampled at the same time, according to the mass balance of soil water and its isotopes, the proportions of each layer (f1โ€“f4) can be determined by their isotopic signature and the isotopic signature of mixture (stem water).Eq 7 ฮดXt = f 1ฮดX1 + f2ฮดX2 + f3ฮดX3 +f4ฮดX4 (7) With: 1= f 1 + f2 + f3 +f4 IsoSource [24] was used to evaluate the relative contribution of each soil layer to stem water. The fractional increment was set at 1%, and the uncertainty level was set at 0.2. FIGURE 5 : HISTOGRAMS OBTAINED BY THE MULTI-SOURCE MASS BALANCE, WHICH SHOW THE ESTIMATED RANGES OF PROPORTIONAL CONTRIBUTION OF WATER FROM EACH SOIL DEPTH TO TOTAL WATER UPTAKE OF WINTER WHEAT (GREEN LINE STEM WATER, BLUE LINE IRRIGATION WATER) 0,00 10,00 20,00 30,00 40,00 50,00 60,00 -50 -30 -10 10 ฮด2H profondeur(cm) B A
  • 8. International Journal of Environmental & Agriculture Research (IJOEAR) ISSN:[2454-1850] [Vol-2, Issue-2, February- 2016] Page | 132 The multiple-source mass balance assessment shows that the wheat absorbs the soil water from 10 cm to 20 cm (90%) at this growing stage (figure 5A) Figure 5B show hydrogen isotope in the soil profile and corresponding crop stem. The isotopic profiles of soil water are determined by the evaporation effect and the antecedent precipitation and irrigation. Because soil was sampled when there was no rainfall several days before, the surface soil water was isotopically enriched due to evaporation. For other soil water, the isotopes were a mixture of evaporation effect and the isotopic signatures of antecedent precipitation and irrigation event. In direct inference approach, the intersection of stem water isotopes โ€™vertical line and the soil water isotopes โ€™profile is considered to be the main depth of root water uptake. According to this direct inference we can get: the main depths of root water uptake of winter wheat are between 10 and 20 cm in this growing stage. IV. CONCLUSION This study, shows that the Keeling plot technique give a good result for the partitioning of Evapotranspiration components with high R2 . The direct comparison shows: the main depth water uptake of winter wheat is 10 cm in this growing stage. The multiple-source mass balance assessment give the same result that direct approach, this one shows that the wheat absorbs the soil water from 10 cm to 20 cm (90%) at this growing stage. The present project constitutes an appropriate complement of previous attempts to quantify evaporation in irrigated areas within selected sites including different type of irrigation practices and different kind of vegetation (culture) and. This conclusion is useful for agricultural water management and irrigation schedules. ACKNOWLEDGEMENTS The authors are thankful to the IAEA for the financial and technical support provided under Research Contract MOR-14493. REFERENCES [1] El Mourid, M., Karrou.M., et El Gharous .M., 1996. la recherche en aridoculture respectueuse de lโ€™environnement. Al Awamia. 92 : 69-81. [2] Kirda, C., Moutonnet, P., Hera, C., Nielsen, D.R. (Eds.) (1999). Crop Yield Response to Deficit Irrigation. Kluwer Academic Publishers, Dordrecht, The Netherlands. [3] Loik, M.E., Breshears, D.D., Lauenroth, W.K., Belnap, J., 2004. A multi-scale perspective of water pulses in dryland ecosystems: climatology and ecohydrology of the western USA. Oecologia 141: 181โ€“269 [4] Huxman, T.E., Snyder, K.A., Tissue, D., Leffler, A.J., Ogle, K., Pockman, W.T., Sandquist, D.R., Potts, D., Schwinning, S., 2004. Precipitation pulses and carbon fluxes in semiarid and arid ecosystems. Oecologia 141: 254โ€“268. [5] Reynolds, J.F., Kemp, P.R., Tenhunen, J.D., 2000. Effects of long-term variability on evapotranspiration and soil water distribution in the Chihuahuan Desert: a modeling analysis. Plant Ecol. 150 : 45โ€“159. [6] Munnich, K., 1978. Soil water relationship, in : Proc. Symp. โ€˜Study and Management of Water Resources in Arid and Semi-arid Regionsโ€™, Ahmedabad, Inde, 1 er โ€“4 mars 1978. [7] Mathieu. R, Bariac. T., 1996. An isotopic study of water movements in clayed soils under a semiarid climate, Water Resour. Res. 32 : 779โ€“789. [8] Barnes. C.J. Allison G.B., 1983. The distribution of deuterium and 18 O in dry soils, J. Hydrol. 60 : 141โ€“156. [9] Van Dijk, A., Kohsiek, W., De Bruin, H.A.R., 2003. Oxygen sensitivity of krypton and lymann-a hygrometers. J. Atmos. Oceanic Technol. 20, 143โ€“151. [10] Ehleringer, J.R., J. Roden, and T.E. Dawson. 2000. Assessing ecosystem-level water relations through stable isotope ratio analysis. In O.E. Sala, R.B. Jackson, H.A. Mooney and R.W. Howarth (eds.), Methods in Ecosystem Science. Springer, New York, pp. 181-198. [11] Helliker, B.R., J.S. Roden, C. Cook, and J.R. Ehleringer. 2002. A rapid and precise method for sampling and determining the oxygen isotope ratio of atmospheric water vapor. Rapid Commun. Mass Spectrom. 16: 929-932. [12] McRae, G.J. 1980. A simple procedure for calculating atmospheric water vapor concentration. J. Air Pollution Control Association 30: 394-396. [13] Keeling, C.D., 1958. The concentration and isotopic abundance of atmospheric carbon dioxide in rural areas. Geochim. Cosmochim. Acta 13, 322โ€“334.; [14] Moreira, M.Z., L.daS.L. Sternberg, L.A. Martinelli, R.L. Victoria, E.M. Barbosa, L.C.M. Bonates, and D.C. Nepstad. 1997. Contribution of transpiration to forest ambient vapour based on isotopic measurements. Global Change Biol. 3: 439-450. [15] Craig, H. and L.I. Gordon. 1965. Deuterium and oxygen-18 variations in the ocean and the marine atmosphere. In E. Tongiorgi (ed.), Proceedings of the Conference on Stable Isotopes in Oceanographic Studies and Paleotemperatures. Laboratory of Geology and Nuclear Science, Pisa, pp. 9-130.
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