HYDRUS-1D was combined with lysimeter experiments to study extinction depth and steady water storage in root zone (Ws) of groundwater evaporation (ETgw) under winter wheat and silt soil. The measured soil water contents and daily ETgw with various groundwater depths were used to calibrate and validate the parameters in HYDRUS-1D. In total, 13 groundwater depths ranging from 0.5 to 5.0 m were set up for scenario simulation to determine the extinction depth and Ws. The results showed that HYDRUS-1D had an acceptable performance in simulating the soil water storage in the 0–60 cm layer and the daily ETgw. Moreover, the ETgw decreased linearly with increasing groundwater depth from 0.5 to 2.5 m and decreased as a power function with increasing groundwater depth from 2.5 to 5.0 m. Under the condition of winter wheat and silt soil, the extinction depth of ETgw was about 5.0 m. Ws decreased linearly with increasing groundwater depth from 0.7 to 2.0 m, but was not influenced further by the groundwater at depths beyond 2.0 m.
INTRODUCTION
In areas where the water table is within or slightly below the root zone, crops uptake water from both a thin unsaturated vadose zone and saturated ground water (Shah et al. 2007). Groundwater contribution to crop water use by groundwater evaporation (ETgw) is one important term of soil water balance in the presence of shallow water tables (Liu et al. 2006; Bourgault et al. 2014). Therefore, groundwater should be used efficiently (Boyraz & Kazezyilmaz-Alhan 2014). The volume of drainage and irrigation water can be reduced by using shallow groundwater to meet a portion of the crop water requirement (Ayars et al. 1999). However, the groundwater contribution is influenced by many factors, and among them, groundwater depth and the soil water storage in root zone are two important influencing factors of ETgw (Raes & Deproost 2003; Doble et al. 2006; Luo & He 2008).
. | . | Soil texture . | ||
---|---|---|---|---|
Soil depth (m) . | Bulk density (g cm−3) . | Sand (%) . | Silt (%) . | Clay (%) . |
0–0.2 | 1.25 | 15.0 | 80.3 | 4.7 |
0.2–1.5 | 1.42 | 13.4 | 81.7 | 4.9 |
. | . | Soil texture . | ||
---|---|---|---|---|
Soil depth (m) . | Bulk density (g cm−3) . | Sand (%) . | Silt (%) . | Clay (%) . |
0–0.2 | 1.25 | 15.0 | 80.3 | 4.7 |
0.2–1.5 | 1.42 | 13.4 | 81.7 | 4.9 |
ETgw was often assumed to have a linear or piecewise linear relationship with groundwater table depth (McDonald & Harbaugh 1988; Banta 2000; Schmid et al. 2006) and vanished at the depth which is termed extinction depth, which depends on the types of soil or vegetative cover. Vegetation types may have significant influences on soil water flux (Moiwo & Tao 2014). Based on HYDRUS simulation, Shah et al. (2007) gave the extinction depths for three land covers: bared soil, shallow-rooted (grass) and deep-rooted vegetation (forest). However, for the same type of land covers, large differences in the maximum root depth and extinction depth may occur for different vegetation. The values recommended by Shah et al. (2007) are approximate, but may not be exact in application.
Liu & Luo (2012) proposed an improved approach determining ETgw-max based on the approaches of Food and Agriculture Organization of the United Nations Paper No. 24 (FAO-24) (Doorenbos & Pruitt 1977) and FMP1 (Farm Process) (Schmid 2006). Askri et al. (2010) replaced Wp with the storage at capacity (Wfc) because ETgw became negligible when the actual storage was above Wfc. Liu et al. (2006) assumed that a steady-state occurred in the soil profile and ETgw occurred at the potential rate (ETgw-max) when the actual soil water storage was lower than a steady storage (Ws), and replaced lower storage (Wwp) in Equation (1) with Ws. Liu & Luo (2012) found that the water storage in the 0–60 cm soil layer under winter wheat and silt soil trended to be a relatively steady value by the measured data through lysimeter experiments.
Many researchers have studied ETgw under crop planting with lysimeters (Hutmacher et al. 1996; Kahlown et al. 2005; Ayars et al. 2009; Huo et al. 2012). However, little experimental study has been conducted to investigate intensively the impact of soil water storage on ETgw. Moreover, because the application of a lysimeter is limited by the cost in construction, operation and maintenance (Babajimopoulos et al. 2007), it is difficult to have enough experiment treatments to determine the extinction depth and Ws of a wide range of groundwater depths. The combination of lysimeter and numerical model provides an efficient method to determine these values.
HYDRUS-1D was developed to solve the Richards equation and widely used to simulate one-dimensional water movement in variably saturated media (Simunek et al. 2008) and was applied widely to study soil water movement and root-water uptake (Ma et al. 2010; Shouse et al. 2011; Leterme et al. 2012; Cheng et al. 2013; Zhu et al. 2013). The objective of this study was to determine the extinction depth and Ws for a wide range of groundwater depths by the combination of lysimeter experiments and HYDRUS-1D simulation under winter wheat (Triticum aestivum L.) and silt soil.
MATERIALS AND METHODS
Site description
Field experiment was conducted at the Yucheng Comprehensive Experimental Station of the Chinese Academy of Sciences (116°36′E and 36°57′N) at Yucheng City, Shandong Province, China. It is under a semi-humid and semi-arid climate, and the annual mean temperature and precipitation are 13.1 °C and 600 mm, respectively. The precipitation during the growth period of winter wheat is about 150 mm, which is far less than its water requirement. However, the water table depth mainly fluctuates between 0.5 and 3.0 m due to the recharge of precipitation and irrigation (Luo & He 2008). The contribution of shallow groundwater to the crop water requirement may help to save irrigation water.
Lysimeters
The wilting point and field capacity of the original silt soil in the soil container were 0.07 and 0.32 cm3 cm−3. The bulk density and mechanical composition of the soil are shown in Table 1.
Treatments
The experiments were conducted in 2004–2005 and 2007–2008, and the treatments in the two growth seasons were denoted as ‘T1’ and ‘T2’, respectively. The planting crop was winter wheat (T. aestivum L.). The field management and the development of the growth stage of winter wheat are shown in Tables 2 and 3. Three constant groundwater depths were 0.7, 1.1 and 1.5 m in the period from 23 March to 8 June 2005 during which the treatments received precipitation (Table 4). There was only one constant groundwater depth, 1.5 m, in the period from 20 March to 5 June 2008 during which the treatment did not receive precipitation. To quantify the ETgw under the condition without irrigation, no irrigation was applied for all experiment treatments in both growth seasons.
Experiment period . | Variety . | Planting date . | Seed rate (kg ha−1) . | Nitrogen application (kg ha−1) . |
---|---|---|---|---|
2004–2005 | 13 line | 14 October 2004 | 180 | 626 |
2007–2008 | Kenong 199 | 21 October 2007 | 240 | 300 |
Experiment period . | Variety . | Planting date . | Seed rate (kg ha−1) . | Nitrogen application (kg ha−1) . |
---|---|---|---|---|
2004–2005 | 13 line | 14 October 2004 | 180 | 626 |
2007–2008 | Kenong 199 | 21 October 2007 | 240 | 300 |
Experiment period . | Emergence . | Regreen . | Jointing . | Earing . | Flowering . | Filling . | Harvest . |
---|---|---|---|---|---|---|---|
2004–2005 | 19 October 2004 | 17 March 2005 | 5 April 2005 | 28 April 2005 | 3 May 2005 | 7 May 2005 | 8 June 2005 |
2007–2008 | 26 October 2007 | 3 March 2008 | 5 April 2008 | 18 April 2008 | 25 April 2008 | 29 April 2008 | 5 June 2008 |
Experiment period . | Emergence . | Regreen . | Jointing . | Earing . | Flowering . | Filling . | Harvest . |
---|---|---|---|---|---|---|---|
2004–2005 | 19 October 2004 | 17 March 2005 | 5 April 2005 | 28 April 2005 | 3 May 2005 | 7 May 2005 | 8 June 2005 |
2007–2008 | 26 October 2007 | 3 March 2008 | 5 April 2008 | 18 April 2008 | 25 April 2008 | 29 April 2008 | 5 June 2008 |
Experiment period . | Treatment . | Groundwater depth (m) . | Precipitation (mm) . | Irrigation (mm) . |
---|---|---|---|---|
23 March 2005, ∼6.8 | T1 (70) | 0.7 | 75.1 | – |
T1 (110) | 1.1 | 75.1 | – | |
T1 (150) | 1.5 | 75.1 | – | |
20 March 2008, ∼6.5 | T2 (150) | 1.5 | – | – |
Experiment period . | Treatment . | Groundwater depth (m) . | Precipitation (mm) . | Irrigation (mm) . |
---|---|---|---|---|
23 March 2005, ∼6.8 | T1 (70) | 0.7 | 75.1 | – |
T1 (110) | 1.1 | 75.1 | – | |
T1 (150) | 1.5 | 75.1 | – | |
20 March 2008, ∼6.5 | T2 (150) | 1.5 | – | – |
Measurements
Daily ETgw was measured through lysimeters. Soil volumetric water content was measured with neutron probes (CNC503B, China) at five to seven intervals and in 0.1 m increments from 0.1 to 1.3 m deep into the soil profile. Meteorological data such as precipitation and wind speed were measured in a standard weather station 50 m away from the lysimeters.
Mathematical model
Input parameters
Based on the mechanical composition and bulk density of the soil, the soil hydraulic parameters such as θr, θs, α, n and Ks were determined first by using the neural network prediction function in HYDRUS-1D. The measured data including the soil water storage in the 0–60 cm layer (the main distribution zone of the root system for winter wheat) and daily ETgw in 2005 were used to manually calibrate the parameters, and the measured data in 2008 were used for validation. The calibrated parameters are shown in Table 5.
Soil layer (m) . | θr (cm3 cm−3) . | θs (cm3 cm−3) . | Α (1 cm−1) . | n . | Ks (cm d−1) . | l . |
---|---|---|---|---|---|---|
0–0.2 | 0.051 | 0.449 | 0.032 | 1.55 | 50 | 0.5 |
0.2–1.5 | 0.044 | 0.399 | 0.010 | 1.20 | 25 | 0.5 |
Soil layer (m) . | θr (cm3 cm−3) . | θs (cm3 cm−3) . | Α (1 cm−1) . | n . | Ks (cm d−1) . | l . |
---|---|---|---|---|---|---|
0–0.2 | 0.051 | 0.449 | 0.032 | 1.55 | 50 | 0.5 |
0.2–1.5 | 0.044 | 0.399 | 0.010 | 1.20 | 25 | 0.5 |
Evaluation of simulation results
Numerical scheme
To determine Ws and the extinction depth for a wide range of groundwater depths, 13 groundwater depths from 0.5 to 5.0 m were set up for scenario simulation. The increment was 0.2 m from 0.5 to 1.5 m (i.e. 0.5, 0.7, 0.9, 1.1, 1.3 and 1.5 m), and 0.5 m from 2.0 to 5.0 m (i.e. 2.0, 2.5, 3.0, 3.5, 4.0, 4.5 and 5.0 m). The simulation period was from 26 March to 8 June 2005, and the measured meteorological data in the corresponding period were used but no precipitation was considered for obtaining and keeping steady soil water distribution.
The steady soil water content was obtained by the following steps. (1) The initial soil water content above the water table was assumed to be the field capacity (0.32 cm3 cm−3), and the soil water profile was simulated for each day from 26 March to 8 June 2005. (2) The soil water profile in the last day of the first simulation period (8 June 2005) was adopted to be the initial profile of the second round of simulation (26 March 2005). (3) This process would not stop until the soil water content distribution differences in the last days of two adjacent simulation periods was negligible. The soil water storage from 0 to 60 cm depth of the last simulation was assumed to be the steady storage in the root zone for each scenario.
RESULTS AND DISCUSSION
Calibration and validation
. | . | Soil water storage . | ETgw . | ||
---|---|---|---|---|---|
Year . | Treatment . | RE (%) . | RMSE (mm) . | RE (%) . | RMSE (mm d−1) . |
2005 (Calibration) | T1 (70) | 0.5 | 9.20 | 0.1 | 1.54 |
T1 (110) | − 4.5 | 8.68 | 10.1 | 0.83 | |
T1 (150) | − 1.9 | 6.32 | 9.9 | 0.67 | |
2008 (Validation) | T2 (150) | − 2.6 | 6.91 | 6.0 | 0.67 |
. | . | Soil water storage . | ETgw . | ||
---|---|---|---|---|---|
Year . | Treatment . | RE (%) . | RMSE (mm) . | RE (%) . | RMSE (mm d−1) . |
2005 (Calibration) | T1 (70) | 0.5 | 9.20 | 0.1 | 1.54 |
T1 (110) | − 4.5 | 8.68 | 10.1 | 0.83 | |
T1 (150) | − 1.9 | 6.32 | 9.9 | 0.67 | |
2008 (Validation) | T2 (150) | − 2.6 | 6.91 | 6.0 | 0.67 |
There was also a good agreement between the measured and simulated soil water storages in the 0–60 cm layer for the validation period (Figure 2(b) and Table 6). The RE and RMSE were −2.6% and 6.91 mm, respectively. As shown in Figure 3(d), the ETgw was overestimated around 20 April 2008 due to the influence of precipitation. The precipitation amount was 34.2 mm on 20 April 2008, and the treatments received precipitation due to operation delay at night. However, the general trends between the measured and simulated ETgw were similar, and the RE and RMSE were only 6.0% and 0.67 mm d−1, respectively. Therefore, it can be concluded that the simulation of ETgw using HYDRUS-1D is reliable.
It should be noted that the daily ETgw values were overestimated for the late season stages (30 May to 8 June 2005 and 1–5 June 2008). In the late season stage, the crop was harvested and dried out (Allen et al. 1998), and the consumption of groundwater water by winter wheat also declined. However, the model did not reflect this change well. The recommended basal crop coefficient (that was 0.3 in this study) in the late season stage (Kcbend) (Allen et al. 1998) might be large and hence result in the overestimation of ETgw.
Extinction depth
Figure 4 shows that the average daily ETgw was higher than 1.49 mm d−1 when groundwater depth was in the range from 0.5 to 2.5 m and decreased rapidly with increasing groundwater depth. When groundwater depth was in the range from 2.5 to 5.0 m, the average daily ETgw was lower than 1.49 mm d−1 and decreased slowly with increasing groundwater depth. ETgw was lower than 0.20 mm d−1 when groundwater depth was at 5.0 m (0.19 mm d−1). Under the condition of silt soil and winter wheat, the extinction depth may be determined to be 5.0 m. Shah et al. (2007) found a similar result that the extinction depth was 5.3 m under the condition of silt soil and grass.
Steady soil water storage
CONCLUSIONS
HYDRUS-1D simulation was combined with lysimeter experiments to determine the extinction depth and Ws for a wide range of groundwater depths under winter wheat and silt soil. The measured soil water storage in the 0–60 cm layer and daily ETgw were used to calibrate and validate the parameters of the HYDRUS model. It showed that HYDRUS-1D simulation gave reliable results. The results showed that ETgw decreased linearly with increasing groundwater depth from 0.5 to 2.5 m and decreased as a power function with increasing groundwater depth from 2.5 to 5.0 m. Under the condition of silt soil and winter wheat, the extinction depth of ETgw was about 5.0 m. In addition, the results also showed that Ws decreased linearly with increasing groundwater depth ranging from 0.7 to 2.0 m and was not influenced by ground water depth larger than 2.0 m.
ACKNOWLEDGEMENTS
This research was partially financed by the Natural Sciences Foundation of China (No. 41301021) and the Project of Chinese Academy of Sciences (No. CXJQ120109).