Simulation of soil water and nitrate transport in wheat field under various nitrogen fertilizer rates and rainfed conditions using HYDRUS-1D
Geology, Laboratory of Geo-engineering and Environment, Team Water Science and Environmental Engineering, Department of Geology, Faculty of Sciences, Moulay Ismail University., Morocco
Regional Center of Meknes, National Insitute of Agricultural Research, Morocco
Data nadesłania: 19-06-2022
Data ostatniej rewizji: 19-12-2022
Data akceptacji: 07-03-2023
Data publikacji online: 07-03-2023
Data publikacji: 24-04-2023
Autor do korespondencji
Abdelhakim Lahjouj   

Geology, Laboratory of Geo-engineering and Environment, Team Water Science and Environmental Engineering, Department of Geology, Faculty of Sciences, Moulay Ismail University., Morocco
Soil Sci. Ann., 2023, 74(1)161944
In this study, we used HYDRUS-1D software to simulate soil water and nitrate (NO3-N) transport in a rainfed wheat field under various nitrogen (N) fertilizer scenarios (0 to 126 kg ha-1) in Morocco. We used inverse modeling to calibrate the input parameters involved in the simulation. The comparison between simulated and measured soil water (SWC) and NO3-N contents at different soil layers was carried out using the index of agreement (d), determination coefficient (R2), RMSE, and MAE. By considering the soil profile (0-100 cm), acceptable SWC simulation accuracies were obtained for the calibration and validation steps (d=0.88-0.94, R2=0.67 to 0.80, RMSE=0.034-0.051 cm3 cm-3, and MAE=0.024-0.038 cm3 cm-3), while NO3-N simulation was less accurate (d=0.49-0.82, R2=0.20-0.58, RMSE=0.015-0.068 mg cm-3, and MAE=0.012-0.046 mg cm-3). In addition, the observed NO3-N contents showed a lack of significant differences in the root zone (20-100 cm) between N fertilizer rates (p>0.05), which was consistent with the lack of N fertilizer effects on simulated NO3-N leaching below the soil profile by HYDRUS-1D. The NO3-N leached amount accounted for 25 kg ha-1 and was derived mainly from the initial soil N contents. The simulated N balance of the soil profile revealed that volatilization and denitrification were the major pathways of N fertilizer loss, accounting for about 3.8 and 51.7% of the N fertilizer rates, respectively. We suggest further studies to improve the simulation accuracies of HYDRUS-1D using sufficient calibration data from long-term wheat experiments to ensure effective N fertilization management in the study area.
Allen, R.G., Pereira, L.S., Raes D., Smith, M., 1998. Crop evapotranspiration: Guidelines for computing crop water requirements. FAO Irrigation and Drainage, Rome.
Azad, N., Behmanesh, J., Rezaverdinejad, V., Abbasi, F., Navabian, M., 2019. Evaluation of fertigation management impacts of surface drip irrigation on reducing nitrate leaching using numerical modeling. Environmental Science and Pollution Research 26, 36499-36514.
Badr, M.A., El-Tohamy, WA., Zaghloul, AM., 2012. Yield and water use efficiency of potato grown under different irrigation and nitrogen levels in an arid region. Agricultural Water Management 110, 9-15.
Baram, S., Couvreur, V., Harter, T., Read, M., Brown, P.H., Kandelous, M., Smart D.R., Hopmans, J.W., 2016. Estimating Nitrate Leaching to Groundwater from Orchards: Comparing Crop Nitrogen Excess, Deep Vadose Zone Data-Driven Estimates, and HYDRUS Modeling. Vadose Zone Journal 15(11), 1-13.
Butterbach-Bahl, K., Dannenmann, M., 2011. Denitrification and associated soil N2O emissions due to agricultural activities in a changing climate. Current Opinion in Environmental Sustainability 3(5), 389-395.
Barraclough, P.B., 1986. The growth and activity of winter wheat roots in the field: nutrient inflows of high-yielding crops. The Journal of Agricultural Science 106(01), 53-59.
Bendidi, A., Daoui, K., Kajji, A., Dahan, R., Ibriz, M., 2013. Effects of Supplemental Irrigation and Nitrogen Applied on Yield and Yield Components of Bread Wheat at the Saïs Region of Morocco. American Journal of Experimental Agriculture 3(4), 904-9013.
Berlin, M., Nambi, I.M., Kumar, G.S., 2015. Experimental and numerical investigations on nitrogen species transport in unsaturated soil during various irrigation patterns. Sadhana 40(8), 2429-2455.
Bourziza, R., Hammani, A., Mailhol, J.C., Bouaziz, A., Kuper, M. 2017. Modeling subsurface drip irrigation for date palm under oasis conditions, Cahiers Agricultures 26(3), 35007.
Chen, N., Li, X., Šimůnek, J., Shi, H., Hu, Q., Zhang, Y., 2020. Evaluating soil nitrate dynamics in an intercropping dripped ecosystem using HYDRUS-2D. Science of the Total Environment 718, 137314.
Chen, K., Yu, S., Ma, T., Ding, J., He, P., Li, Y., Dai, Y., Zeng, G., 2022. Modeling the Water and Nitrogen Management Practices in Paddy Fields with HYDRUS-1D. Agriculture 12, 924.
Dash, C.J., Sarangi, A., Singh, D.K., Singh, A.K., Adhikary, P.P., 2014. Prediction of root zone water and nitrogen balance in an irrigated rice field using a simulation model. Paddy and Water Environment 13(3), 281-290.
Ebrahimian, H., Liaghat, A., Parsinejad, M., Abbasi, F., Navabian, M., (2012). Comparison of One- and Two-Dimensional Models to Simulate Alternate and Conventional Furrow Fertigation. Journal of Irrigation and Drainage Engineering 138(10), 929-938.
Eltarabily, M.G., Burke, J.M., Bali, K.M., (2019). Effect of Deficit Irrigation on Nitrogen Uptake of Sunflower in the Low Desert Region of California. Water 11(11), 2340.
Fang, Q., Yu, Q., Wang, E., Chen, Y., Zhang, G., Wang, J., Li, L., 2006. Soil nitrate accumulation, leaching and crop nitrogen use as influenced by fertilization and irrigation in an intensive wheat–maize double cropping system in the North China Plain. Plant and Soil 284(1-2), 335-350.
Feddes, R.A., Kowalik, P.J., Zaradny, H., 1978. Simulation of field water use and crop yield. Simulation monographs Wageningen.
Fekkoul, A., Zarhloule, Y., Boughriba, M., Barkaoui, A., Jilali, A., Bouri, S., 2012. Impact of anthropogenic activities on the groundwater resources of the unconfined aquifer of Triffa plain (Eastern Morocco). Arabian Journal of Geosciences 6(12), 4917-4924.
Forte, A., Fierro, A., 2019. Denitrification Rate and Its Potential to Predict Biogenic N2O Field Emissions in a Mediterranean Maize-Cropped Soil in Southern Italy, Land 8(6), 97.
Johnson, G.V., Raun, W.R., 1995. Nitrate leaching in continuous winter wheat: Use of a soil-plant buffering concept to account for fertilizer nitrogen, Journal of Production Agriculture 8(4), 486.
Gelhar, L.W., Welty, C., Rehfeldt, K.R., 1992. A critical review of data on field scale dispersion in aquifers. Water Resources Research 28(7), 1955-1974.
Hanson, B.R., Šimůnek, J., Hopmans, J.W., 2006. Evaluation of urea–ammonium–nitrate fertigation with drip irrigation using numerical modeling. Agricultural Water Management 86(1-2), 102-113.
Iqbal, M., Kamal, M.R., Fazly, M.F., Che Man, H., Wayayok, A., 2019. HYDRUS-1D Simulation of Soil Water Dynamics for Sweet Corn under Tropical Rainfed Condition. Applied Sciences 10(4), 1219.
Kadyampakeni, D.M., Morgan, K.T., Nkedi-Kizza, P., Schumann, A.W., Jawitz, J.W., 2018. Modeling Water and Nutrient Movement in Sandy Soils Using HYDRUS-2D. Journal of Environmental Quality 47(6), 1546-1553.
Kandelous, M.M., Šimůnek, J., 2010. Numerical simulations of water movement in a subsurface drip irrigation system under field and laboratory conditions using HYDRUS-2D. Agricultural Water Management 97(7), 1070-1076.
Karandish, F., Šimůnek, J., 2017. Two-dimensional modeling of nitrogen and water dynamics for various N-managed water-saving irrigation strategies using HYDRUS. Agricultural Water Management 193, 174-190.
Lahjouj, A., El Hmaidi, A., Bouhafa, K., 2020a. Spatial and statistical assessment of nitrate contamination in groundwater: Case of Sais basin, Morocco. Journal of Groundwater Science and Engineering 8(2), 147-157.
Lahjouj, A., El Hmaidi, A., Bouhafa, K., Boufala. M., 2020b. Mapping specific groundwater vulnerability to nitrate using random forest: case of Sais basin, Morocco. Modeling Earth Systems and Environment 6, 1451-1466.
Liao, L., Zhang, L., Bengtsson, L. 2008. Soil moisture variation and water consumption of spring wheat and their effects on crop yield under drip irrigation. Irrigation and Drainage Systems 22(3-4), 253–270.
Ling, G., El-Kadi, A.I., 1998. A lumped parameter model for nitrogen transformation in the unsaturated zone. Water Resources Research 34(2), 203-212.
Liu, X., Ju, X., Zhang, F., Pan, J., Christie, P., 2003. Nitrogen dynamics and budgets in a winter wheat–maize cropping system in the North China Plain. Field Crops Research 83(2), 111-124.
Madathil, M.S.P., Aggarwal, P., Krishnan, P., Rai, V., Pramanik, P., Das, T.K., 2019. Modeling the temporal distribution of water, ammonium-N, and nitrate-N in the root zone of wheat using HYDRUS-2D under conservation agriculture. Environmental Science and Pollution Research 27, 2197-2216.
Malhi, S.S., Johnston, A.M., Schoenau, J.J., Wang, Z.H., Vera, C.L., 2006. Seasonal biomass accumulation and nutrient uptake of wheat, barley and oat on a Black Chernozem soil in Saskatchewan. Canadian Journal of Plant Science 86, 1005-1014.
Marinov, I., Marinov, A.M., 2014. A Coupled Mathematical Model to Predict the Influence of Nitrogen Fertilization on Crop, Soil and Groundwater Quality. Water Resources Management 28(15), 5231-5246.
Marquardt, D.W., 1963. An Algorithm for Least-Squares Estimation of Nonlinear Parameters. Journal of the Society for Industrial Applied Mathematics 11(2), 431-441.
Masetti, M., Poli, S., Sterlacchini, S., 2007. The Use of the Weights-of-Evidence Modeling Technique to Estimate the vulnerability of groundwater to nitrate contamination. Natural Resources Research 16(2), 109-119.
Ministry of Agriculture, Fisheries, Rural Development and Water and Forestry (MAFRDWF)., (2019) StatAgri.
Mokari, E., Shukla, M.K., Šimůnek, J., Fernandez, J.L., 2019. Numerical Modeling of Nitrate in a Flood-Irrigated Pecan Orchard. Soil Science Society of America Journal 83(3), 555-564.
Mualem, Y., 1976. A new model for predicting the hydraulic conductivity of unsaturated porous media. Water Resources Research 12(3), 513-522.
Narjary, B., Kumar, S., Meena, M. D., Kamra, S. K., & Sharma, D. K. 2020. Effects of Shallow Saline Groundwater Table Depth and Evaporative Flux on Soil Salinity Dynamics using Hydrus-1D. Agricultural Research 10, 105-115.
Ogrinc, N., Tamše, S., Zavadlav, S., Vrzel, J., Jin, L., 2019. Evaluation of geochemical processes and nitrate pollution sources at the Ljubljansko polje aquifer (Slovenia): A stable isotope perspective. Science of the Total Environment 646, 1588-1600.
Pang, X.P., Gupta, S.C., Moncrief, J.F., Rosen, C.J., Cheng, H.H., 1998. Evaluation of Nitrate Leaching Potential in Minnesota Glacial Outwash Soils using the CERES-Maize Model. Journal of Environmental Quality 27(1), 75-85.
Petersen, J., 2001. Recovery of 15N-ammonium- 15N-nitrate in spring wheat as affected by placement geometry of the fertilizer band. Nutrient Cycling in Agroecosystems 61(3), 215-221.
Phogat, V., Skewes, M.A., Cox, J.W., Sanderson, G., Alam, J., Šimůnek, J., 2014. Seasonal simulation of water, salinity and nitrate dynamics under drip irrigated mandarin (Citrus reticulata) and assessing management options for drainage and nitrate leaching. Journal of Hydrology 513, 504-516.
Ramos, T.B., Šimůnek, J., Gonçalves, M.C., Martins, J.C., Prazeres, A., Pereira, L.S. 2012. Two-dimensional modeling of water and nitrogen fate from sweet sorghum irrigated with fresh and blended saline waters. Agricultural Water Management 111, 87-104.
Rezayati, S., Khaledian, M., Razavipour, T., Rezaei, M., 2020. Water flow and nitrate transfer simulations in rice cultivation under different irrigation and nitrogen fertilizer application managements by HYDRUS-2D model. Irrigation Science 38, 353-363.
Serio, F., Miglietta, P.P., Lamastra. L., Ficocell., Intini, F., De Leo, F., De Donno, A., 2018. Groundwater nitrate contamination and agricultural land use: A grey water footprint perspective in Southern Apulia Region (Italy). Science of the Total Environment 645, 1425-1431.
Shapiro, S.S., Wilk, M.B., 1965. An Analysis of Variance Test for Normality (Complete Samples). Biometrika 52(3-4), 591-611.
Šimůnek, J., Van Genuchten, M.T., Šejna, M., 2008. Development and Applications of the HYDRUS and STANMOD Software Packages and Related Codes. Vadose Zone Journal 7(2), 587-600.
Tan, X., Shao, D., Gu, W., Liu, H., 2015. Field analysis of water and nitrogen fate in lowland paddy fields under different water managements using HYDRUS-1D. Agricultural Water Management 150, 67-80.
Wallace, A.J., Armstrong, R.D., Grace, P.R. Scheer, C., Partington, B.L., 2020. Nitrogen use efficiency of 15N urea applied to wheat based on fertiliser timing and use of inhibitors. Nutrient Cycling in Agroecosystems 116, 41–56.
Wallis, K.J., Candela, L., Mateos, R.M., Tamoh, K., 2011. Simulation of nitrate leaching under potato crops in a Mediterranean area. Influence of frost prevention irrigation on nitrogen transport. Agricultural Water Management 98(10), 1629-1640.
Wang, Q., Li, F., Zhao, L., Zhang, E., Shi, S., Zhao, W., Song, W., Vance, M.M., 2010. Effects of irrigation and nitrogen application rates on nitrate nitrogen distribution and fertilizer nitrogen loss, wheat yield and nitrogen uptake on a recently reclaimed sandy farmland. Plant and Soil 337(1-2), 325-339.
Wang, Z., Li, J., Li, Y., 2014. Simulation of nitrate leaching under varying drip system uniformities and precipitation patterns during the growing season of maize in the North China Plain. Agricultural Water Management 142, 19-28.
Wesseling, J.G., Elbers, J.A., Kabat, P., van den Broek, B.J., 1991. SWATRE: instructions for input, Internal Note, Winand Staring Centre, Wageningen, The Netherlands.
Willmott, C.J., 1982. Some comments on the evaluation of model performance. Bulletin of the American Meteorological Society 63(11), 1309-1313.
Yang, S., Wang, Y., Liu, R., Xing, L., Yang, Z., 2018. Improved crop yield and reduced nitrate nitrogen leaching with straw return in a rice-wheat rotation of Ningxia irrigation district. Scientific Report 8, 9458.
Zhang, X., Wang, Q., Xu, J., Gilliam, F.S., Tremblay, N., Li, C., 2015. In Situ Nitrogen Mineralization, Nitrification, and Ammonia Volatilization in Maize Field Fertilized with Urea in Huanghuaihai Region of Northern China. PLoS one 10(1).
Zhou, J., Cheng, G., Li, X., Hu, B. X., & Wang, G. 2012. Numerical Modeling of Wheat Irrigation using Coupled HYDRUS and WOFOST Models. Soil Science Society of America Journal 76(2), 648.
Zotarelli, L., Dukes, M.D., Scholberg, J.M.S., Muñoz-Carpena, R., Icerman, J., 2009. Tomato nitrogen accumulation and fertilizer use efficiency on a sandy soil, as affected by nitrogen rate and irrigation scheduling. Agricultural Water Management 96(8), 1247-1258.
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