Experimental Site
The field experiments were carried out at the USDA-Agricultural Research Service Limited Irrigation Research Farm (LIRF) located northeast of Greeley, Colorado [40°26′50″ N, 104°38′10″ W, and 1,425 m above sea level (Fig.
1)]. The farm is located within a region of irrigated farmland, and irrigated fields surround the farm except for a 300-m-wide strip of rainfed grass east (predominantly downwind) of the farm. The 16-ha facility was developed to conduct research on irrigated crop water requirements and crop response to deficit irrigation. Irrigated maize is the dominant annual crop in the region. County irrigated maize grain yields (15.5% grain moisture) averaged
during the 6 years of the experiment (
USDA-NASS 2015).
The average annual precipitation at the semiarid site at the western edge of the central High Plains is 350 mm, with 215 mm between May 1 and September 30 (
PRISM 2015). Annual and seasonal average precipitation during the 6 years of the study was slightly below normal (325 and 199 mm, respectively) primarily because of very low seasonal precipitation in 2012.
A 4-ha experimental field (Fig.
1) was divided into four equal crop sections in 2008–2011. Maize (
Zea mays L.) was grown in rotation with sunflower (
Helianthus annuus), dry bean (
Phaseolus vulgaris), and winter wheat (
Triticum aestivum). Maize was grown for 1 year in each section of the field following winter wheat. Each field section was divided into four replicate blocks, and each block was divided into six
plots containing 12 crop rows oriented north-south (with 0.76-m row spacing), to which six irrigation treatments were randomly assigned (randomized block design). The irrigation treatments always followed the same treatment of the preceding wheat crop. The east and west edges of each crop section contained a six-row fully irrigated buffer. In 2012 and 2013, only maize and sunflower were grown in rotation, and the number of treatments and section size were doubled. In this paper, the crop water use of the fully irrigated treatment is presented and discussed. A companion paper will describe crop water use under deficit irrigation for the remaining treatments.
The largest portion of the field experimental area contains Olney fine sandy loam soil (fine-loamy, mixed, superactive, mesic Ustic Haplargids). Other soils in the field are Nunn clay loam (fine, smectitic, mesic Aridic Argiustolls), in Blocks 3 and 4 of Section D, and Otero sandy loam (coarse-loamy, mixed, superactive, calcareous, mesic Aridic Ustorthents) in most of Section A (
USDA-NRCS 2015). The soils are classified predominantly as sandy loams with some areas and layers of sandy clay loams and loamy sands. The field capacity water content of soil horizons averaged
from 0- to 45-cm depth,
from 45- to 75-cm depth, and
from 75- to 105-cm depth. The effective root zone depth was assumed to be 105 cm because very little water uptake was measured below this depth. Total plant available water (TAW) was estimated from pressure plate analysis to be 50% of field capacity, or about 114 mm in the 105-cm root zone depth.
Crop and Irrigation Management
DeKalb brand 52-59 (VT3) maize seed (Monsanto Company, St. Louis, Missouri) was planted in 2008–2011 with a John Deere Maxiplex planter (John Deere, Moline, Illinois) in early May at 80,000 to . Final plant populations averaged . This 102-day maturity class variety first released in 2006 was a popular variety and maturity class in the region at the time of the study. The variety allowed good herbicide-based weed control and minimized lepidopteran (ear and root borer) insect damage. In 2012 and 2013, DeKalb variety 52-04, a similar but newer variety with the same 102-day maturity class, was planted at the same population as in 2008–2011.
The crops were managed to achieve high yields under fully irrigated conditions. Minimum tillage (reduced tillage in 2008, no tillage in 2009, and strip tillage in 2010–2013) was used to maintain surface residue from the previous wheat crop (approximately 50% residue cover at planting) and minimize surface evaporation and precipitation runoff.
In 2008, 2009, and 2011, a small irrigation was applied following planting to ensure adequate soil water for seed germination and to incorporate herbicide. In 2012, preplant sprinkler irrigation was applied to create adequate soil water conditions for planting and germination. In 2010 and 2013, rainfall was adequate for germination and herbicide incorporation.
Nitrogen fertilizer (urea ammonium nitrate, UAN, 32%) was side-dress applied near the seed at planting at . Additional nitrogen was applied through the irrigation water (fertigation) to meet fertility requirements based on expected yields at full irrigation, preplant soil tests for nitrogen availability, and nitrogen concentration in the groundwater used for water supply.
Irrigation Control and Water Balance Measurements
Weather data from a Colorado Agricultural Meteorological Network (
CoAgMet 2018) automated
weather station (GLY04) located on a 0.4-ha irrigated grass lawn adjacent to the research plots was used to calculate hourly ASCE Standardized Penman-Monteith alfalfa- and grass-reference evapotranspiration (
and
, respectively) (
ASCE 2005). The hourly weather data were checked for errors by comparing with expected values (
ASCE 2005, Appendix D) and data trends from nearby weather stations. In early 2008 before the on-farm weather station was operational, data from a nearby station (GLY03, 2-km distance) was used to calculate reference
. Precipitation was measured with a tipping bucket rain gauge at the weather station, and two tipping bucket gauges within the plots. Data from the three gauges were compared and, if within 2 mm, were averaged. Otherwise, the values of the two gauges that were within 2 mm were averaged.
Crop water use was estimated using the two-step FAO-56 methodology (
Allen et al. 1998) with basal crop coefficients adapted from Table E–2 in Jensen and Allen (
2016) and adjusted for measured crop canopy growth and senescence. Irrigations were applied every 4–7 days, depending on the predicted soil water deficits. Irrigation amount was based on estimated crop water use minus any precipitation amounts since the last irrigation, and adjusted as needed based on measured soil water deficits to maintain the soil water content (SWC) in the upper 55% of the TAW in the active root zone.
Irrigation water from a groundwater well was delivered to the end of each plot through underground PVC pipe and applied through a surface drip irrigation system with thick-walled drip tubing (16-mm outside diameter, 2-mm wall thickness, 30-cm in-line emitter spacing, emitter flow rate) placed near each row. The tubing was installed each year after planting and removed before harvest. Irrigation applications to each treatment were measured with turbine flowmeters (Badger Recordall Turbo 160 with RTR transmitters, Badger Meter, Milwaukee, Wisconsin). Meters were cross calibrated to ensure accuracy and consistency. Maximum deviation among meters was at the beginning of the experiment and at the end of the experimental period. Irrigation applications were controlled by and recorded with Campbell Scientific CR1000 data loggers (Campbell Scientific, Logan, Utah). A constant-pressure water supply controlled with a variable-frequency drive booster pump, low pressure loss in the delivery system, and relatively flat topography resulted in predicted water distribution uniformity among and within plots exceeding 95%.
SWC was measured 2 or 3 times each week on the days before and/or after irrigation in the crop row near the center of each plot. Soil water content was measured in 30-cm-depth increments between 30- and 150-cm depth, and at 200-cm depth with a neutron soil moisture meter (NMM; CPN-503 Hydroprobe, InstroTek, San Francisco, California). The NMM was calibrated gravimetrically at the site and the calibration was verified annually. The calibration was used to convert instrument relative counts to volumetric SWC. The NMM measures SWC within an approximately 15–30-cm radius from the measurement point and was assumed to represent the soil profile within 15 cm of the measurement depth (e.g., the 30-cm-depth measurement represented the 15–45-cm depth). The SWC in the surface 15 cm was measured in the row near the NMM access tube with a portable time domain reflectometer (Minitrase, Soilmoisture Equipment, Santa Barbara, California) with 15-cm-long rods.
Crop evapotranspiration was calculated based on the water balance:
where
= change (increase) in soil water content in the root zone;
= irrigation application;
= precipitation;
= upflux of water from groundwater (assumed zero because the groundwater table was
below the surface);
= deep percolation loss of soil water below the root zone;
= surface runoff of precipitation or irrigation; and
= crop evapotranspiration, the loss of water to the atmosphere. For the experimental field,
RO was assumed zero because of relatively small field slopes, adequate soil infiltration, surface residue, and drip irrigation. Thus, for this study,
was estimated by rearranging Eq. (
2) as
Maximum root zone depth was assumed to be 105 cm because there was no evidence from the NMM measurements of water uptake from deeper depths. Thus, soil water storage was calculated from the SWC measurements (average of four replications) at depths of 0–15, 30, 60, and 90 cm, converted to equivalent water depths.
Deep percolation (DP) was assumed to occur when precipitation exceeded the soil water deficit (SWD = field capacity minus SWC) in the full root zone at the time of precipitation, and was calculated as the precipitation amount minus the soil water deficit measured before the precipitation and minus estimated between the measurement and the precipitation. Irrigation never exceeded SWD and, thus, was assumed to cause no DP. An increase in SWC below the root zone following precipitation provided confirmation of DP. Because of the semiarid climate and careful irrigation scheduling, DP losses estimated by this methodology occurred only in 2008 following a large precipitation event (95 mm in 3 days).
Surface evaporation was estimated for the field conditions by assuming that the total evaporable water (TEW) between wetting events was 12 mm and that evaporation occurred only from the wetted sunlit soil surface (
Allen et al. 1998,
2005). For example, if a precipitation event exceeded 12 mm when the canopy cover was 50% and effective residue cover was 25%, the total surface evaporation of the precipitation event was assumed to be
. The soil surface wetted by the drip irrigation system varied between 30 and 60%, depending on irrigation amount, and the sunlit soil surface wetted by drip irrigation was small once the canopy began to grow because the drip emitters were under the canopy. Surface evaporation on any day was limited by a maximum evapotranspiration of
(
Allen et al. 2005).
Crop was calculated between SWC measurements that occurred before irrigation or precipitation events. After irrigation or precipitation, SWC measurements were not used to calculate water balance because they may have occurred before soil water was fully redistributed and because they often occurred within 1–3 days of before-irrigation measurements. Thus, water balance calculations were made every 4–7 days during moderate to high periods and every 7–14 days at the beginning and end of the season.
Estimated wet soil evaporation over a measurement interval (usually a single wetting event) was subtracted from calculated over the interval to derive a basal , and this was divided by the cumulative or over the same interval to derive basal values for both references. This value was assigned to each day of the measurement interval.
Because small errors in SWC measurements result in substantial relative errors in cumulative estimates over short time intervals when cumulative is small, 11-day moving average values were calculated for each day. These 11-day intervals were long enough to incorporate derived values from 2 or 3 water balance periods, but short enough to not unduly mask trends. Because of fewer SWC measurements and low rates at the beginning and end of the season, water balance estimates of values at the beginning and end of the season were considered undependable.
Green canopy ground cover,
, was measured in the center of each plot approximately weekly near solar noon with a digital camera from a nadir view 6 m above the ground surface. The camera field of view encompassed
. The digital image pixels were differentiated between green plant canopy and background (soil, surface residue, and senesced leaves) with manually trained image analysis software (
DeJonge et al. 2016). The
was calculated as the ratio of green pixels to total pixels.
Additional details of field conditions and methodology used in this trial were described by Trout and Bausch (
2017). Complete detailed climatic, daily water balance, and crop phenology data for the 2008–2011 seasons are available from the U.S. Department of Agriculture, National Agricultural Library, Ag Data Commons (
USDA-ARS 2018).
In 2008, 2010, and 2012, a Bowen ratio energy balance (BREB) system was used to measure maize evapotranspiration near the center of a field directly south of the experimental plots. Mkhwanazi et al. (
2015) and Bausch and Bernard (
1992) provide details of the BREB instrumentation, operation, and data analysis. The approximately
field was planted with the same variety at the same population within 2 days of the plots and was irrigated to meet full irrigation requirements. BREB
was calculated over 30-min intervals throughout the day and summed to obtain daily values. Cumulative daily BREB
values were compared with cumulative
values calculated by water balance, and daily BREB
values were calculated as the ratio of BREB
.