Agro-hydrologic modelling for simulating soil moisture dynamics in the root zone of Potato based on crop coefficient approach under limited climatic data

References

• Allen, R.G., Pereira, L.S., Raes, D., and Smith, M. (1998). “Crop evapotranspiration-Guidelines for computing crop water requirements-FAO irrigation and drainage paper 56. Food and Agriculture Organization, Rome.” 300(9), D05109.
   Google Scholar
• Allen, R.G., and Pruitt, W.O. (1991). “FAO-24 reference evapotranspiration factors.” J. Irrig. Drain. Eng., 117(5), 758–773. doi:https://doi.org/10.1061/(ASCE)0733-9437(1991)117:5(758).
   Web of Science ®Google Scholar
• Bandyopadhyay, P.K., and Mallick, S. (2003). “Actual evapotranspiration and crop coefficients of wheat (Triticum aestivum) under varying moisture levels of humid tropical canal command area.” Agric. Water Manage., 59(1), 33–47. doi:https://doi.org/10.1016/S0378-3774(02)00112-9.
   Web of Science ®Google Scholar
• Beck, H.E., Zimmermann, N.E., McVicar, T.R., Vergopolan, N., Berg, A., and Wood, E.F. (2018). “Present and future Köppen-Geiger climate classification maps at 1-km resolution.” Sci. Data, 5(1), 180214. doi:https://doi.org/10.1038/sdata.2018.214.
   PubMedGoogle Scholar
• Belmans, C., Wesseling, J.G., and Feddes, R.A. (1983). “Simulation model of the water balance of a cropped soil: SWATRE.” J. Hydrol., 63(34), 271–286. doi:https://doi.org/10.1016/0022-1694(83)90045-8.
   Google Scholar
• Blaney, H.F., and Criddle, W.D. (1950). Determining water needs from climatological data. USDA Soil Conservation Service. SOS–TP, USA, 8–9.
   Google Scholar
• Boehm, W. (1979). “Ecological studies series, 33.” Methods of studying root systems. Eds: Billings, WD, Goiley, F., Lange, GL, Olson, JS, and Ridge, O, 188.
   Google Scholar
• Cai, J., Liu, Y., Lei, T., and Pereira, L.S. (2007). “Estimating reference evapotranspiration with the FAO Penman–Monteith equation using daily weather forecast messages.” Agric. For. Meteorol., 145(12), 22–35. doi:https://doi.org/10.1016/j.agrformet.2007.04.012.
   Google Scholar
• Campbell, G.S., and Norman, J.M. (1998). “The light environment of plant canopies.” An introduction to environmental biophysics, Campbell G.S. and Norman J.M., eds., Springer, New York, NY, 247–278. doi: https://doi.org/10.1007/978-1-4612-1626-1_15.
   Google Scholar
• Celia, M.A., Bouloutas, E.T., and Zarba, R.L. (1990). “A general mass-conservative numerical solution for the unsaturated flow equation.” Water Resour. Res., 26(7), 1483–1496. doi:https://doi.org/10.1029/WR026i007p01483.
   Web of Science ®Google Scholar
• Cuenca, R.H. (1989). Irrigation system design. An engineering approach. Prentice Hall. Englewood Cliffs, NJ, USA
   Google Scholar
• Doorenbos, J., and Kassam, A.H. (1979). “Yield response to water.” Irrig. Drain. paper, 33, 257.
   Google Scholar
• Eberbach, P., and Pala, M. (2005). “Crop row spacing and its influence on the partitioning of evapotranspiration by winter-grown wheat in Northern Syria.” Plant Soil, 268(1), 195–208. doi:https://doi.org/10.1007/s11104-004-0271-y.
   Web of Science ®Google Scholar
• Feddes, R.A., Kabat, P., Van Bakel, P., Bronswijk, J.J.B., and Halbertsma, J. (1988). “Modelling soil water dynamics in the unsaturated zone—state of the art.” J. Hydrol., 100(13), 69–111. doi:https://doi.org/10.1016/0022-1694(88)90182-5.
   Google Scholar
• Feddes, R.A., and Zaradny, H. (1978). “Model for simulating soil-water content considering evapotranspiration—Comments.” J. Hydrol., 37(34), 393–397. doi:https://doi.org/10.1016/0022-1694(78)90030-6.
   Google Scholar
• Frevert, D.K., Hill, R.W., and Braaten, B.C. (1983). “Estimation of FAO evapotranspiration coefficients.” J. Irrig. Drain. Eng., 109(2), 265–270. doi:https://doi.org/10.1061/(ASCE)0733-9437(1983)109:2(265).
   Web of Science ®Google Scholar
• Goel, L., Shankar, V., and Sharma, R.K. (2019). “Investigations on effectiveness of wheat and rice straw mulches on moisture retention in potato crop (Solanum tuberosum L.).” Int. J. Recycl. Org. Waste Agric., 112. doi:https://doi.org/10.1007/s40093-019-00307-6.
   Google Scholar
• Govindaraju, R.S., Or, D., Kavvas, M.L., Rolston, D.E., and Biggar, J. (1992). “Error analyses of simplified unsaturated flow models under large uncertainty in hydraulic properties.” Water Resour. Res., 28(11), 2913–2924. doi:https://doi.org/10.1029/92WR01515.
   Web of Science ®Google Scholar
• Grismer, M.E., Orang, M., Snyder, R., and Matyac, R. (2002). “Pan evaporation to reference evapotranspiration conversion methods.” J. Irrig. Drain. Eng., 128(3), 180–184. doi:https://doi.org/10.1061/(ASCE)0733-9437(2002)128:3(180).
   Web of Science ®Google Scholar
• Hargreaves, G.H., and Allen, R.G. (2003). “History and evaluation of Hargreaves evapotranspiration equation.” J. Irrig. Drain. Eng., 129(1), 53–63. doi:https://doi.org/10.1061/(ASCE)0733-9437(2003)129:1(53).
   Web of Science ®Google Scholar
• Hargreaves, G.H., and Samani, Z.A. (1985). “Reference crop evapotranspiration from temperature.” Appl. Eng. Agric., 1(2), 96–99. doi:https://doi.org/10.13031/2013.26773.
   Google Scholar
• Itenfisu, D., Elliott, R.L., Allen, R.G., and Walter, I.A. (2003). “Comparison of reference evapotranspiration calculations as part of the ASCE standardization effort.” J. Irrig. Drain. Eng., 129(6), 440–448. doi:https://doi.org/10.1061/(ASCE)0733-9437(2003)129:6(440).
   Web of Science ®Google Scholar
• Kang, S., Zhang, F., and Zhang, J. (2001). “A simulation model of water dynamics in winter wheat field and its application in a semiarid region.” Agric. Water Manage., 49(2), 115–129. doi:https://doi.org/10.1016/S0378-3774(00)00137-2.
   Web of Science ®Google Scholar
• Kashyap, P.S., and Panda, R.K. (2001). “Evaluation of evapotranspiration estimation methods and development of crop-coefficients for potato crop in a sub-humid region.” Agric. Water Manage., 50(1), 9–25. doi:https://doi.org/10.1016/S0378-3774(01)00102-0.
   Web of Science ®Google Scholar
• Kashyap, P.S., and Panda, R.K. (2003). “Effect of irrigation scheduling on potato crop parameters under water stressed conditions.” Agric. Water Manage., 59(1), 49–66. doi:https://doi.org/10.1016/S0378-3774(02)00110-5.
   Web of Science ®Google Scholar
• Kosugi, K., and Katsuyama, M. (2004). “Controlled-suction period lysimeter for measuring vertical water flux and convective chemical fluxes.” Soil Sci. Soc. Am. J., 68(2), 371–382. doi:https://doi.org/10.2136/sssaj2004.3710.
   Web of Science ®Google Scholar
• Kumar, N., Poddar, A., Dobhal, A., and Shankar, V. (2019). “Performance assessment of PSO and GA in estimating soil hydraulic properties using near-surface soil moisture observations.” Compusoft, 8(8), 3294–3301.
   Google Scholar
• Kumar, N., Poddar, A., and Shankar, V. (2020a). “Nonlinear regression for identifying the optimal soil hydraulic model parameters.” Numerical optimization in engineering and sciences. Advances in intelligent systems and computing, D. Dutta and B. Mahanty, eds., Vol. 979, 25-34, Springer, Singapore.
   Google Scholar
• Kumar, N., Shankar, V., and Poddar, A. (2020b). “Investigating the effect of limited climatic data on evapotranspiration-based numerical modeling of soil moisture dynamics in the unsaturated root zone: A case study for potato crop.” Model. Earth Syst. Environ. doi:https://doi.org/10.1007/s40808-020-00824-8.
   Google Scholar
• Kumar, R., Shankar, V., and Jat, M.K. (2013). “Efficacy of nonlinear root water uptake model for a multilayer crop root zone.” J. Irrig. Drain. Eng., 139(11), 898–910. doi:https://doi.org/10.1061/(ASCE)IR.1943-4774.0000626.
   Web of Science ®Google Scholar
• Kumar, R., Shankar, V., and Jat, M.K. (2014). “Sensitivity analysis of nonlinear model parameters in a multilayer root zone.” J. Hydrol. Eng., 19(2), 462–471. doi:https://doi.org/10.1061/(ASCE)HE.1943-5584.0000804.
   Web of Science ®Google Scholar
• Kumar, R., Shankar, V., and Jat, M.K. (2015). “Evaluation of root water uptake models–a review.” ISH J. Hydraul. Eng., 21(2), 115–124. doi:https://doi.org/10.1080/09715010.2014.981955.
   Google Scholar
• Li, K.Y., Boisvert, J.B., and Jong, R.D. (1999). “An exponential root-water-uptake model.” Can. J. Soil Sci., 79(2), 333–343. doi:https://doi.org/10.4141/S98-032.
   Web of Science ®Google Scholar
• Liu, C., Zhang, X., and Zhang, Y. (2002). “Determination of daily evaporation and evapotranspiration of winter wheat and maize by large-scale weighing lysimeter and micro-lysimeter.” Agric. For. Meteorol., 111(2), 109–120. doi:https://doi.org/10.1016/S0168-1923(02)00015-1.
   Web of Science ®Google Scholar
• Merta, M. (2002) Plant physiological measurements as a basis of evapotranspiration calculation – Potentials and limits. Dissertation. IHI-Schriften, Heft,16, 145.
   Google Scholar
• Molz, F.J., and Remson, I. (1970). “Extraction term models of soil moisture use by transpiring plants.” Water Resour. Res., 6(5), 1346–1356. doi:https://doi.org/10.1029/WR006i005p01346.
   Web of Science ®Google Scholar
• Nandagiri, L., and Kovoor, G.M. (2006). “Performance evaluation of reference evapotranspiration equations across a range of Indian climates.” J. Irrig. Drain. Eng., 132(3), 238–249. doi:https://doi.org/10.1061/(ASCE)0733-9437(2006)132:3(238).
   Web of Science ®Google Scholar
• Ojha, C.S., Prasad, K.S., Shankar, V., and Madramootoo, C.A. (2009). “Evaluation of a nonlinear root-water uptake model.” J. Irrig. Drain. Eng., 135(3), 303–312. doi:https://doi.org/10.1061/(ASCE)IR.1943-4774.0000067.
   Web of Science ®Google Scholar
• Ojha, C.S.P., and Rai, A.K. (1996). “Nonlinear root-water uptake model.” J. Irrig. Drain. Eng., 122(4), 198–202. doi:https://doi.org/10.1061/(ASCE)0733-9437(1996)122:4(198).
   Web of Science ®Google Scholar
• Orang, M. (1998). “Potential accuracy of the popular non-linear regression equations for estimating pan coefficient values in the original and FAO-24 tables.” Unpublished Rep., Calif. Dept. of Water Resources, Sacramento.
   Google Scholar
• Pandey, P.K., Dabral, P.P., and Pandey, V. (2016). “Evaluation of reference evapotranspiration methods for the northeastern region of India.” Int. Soil Water Conserv. Res., 4(1), 52–63. doi:https://doi.org/10.1016/j.iswcr.2016.02.003.
   Google Scholar
• Paniconi, C., Aldama, A.A., and Wood, E.F. (1991). “Numerical evaluation of iterative and noniterative methods for the solution of the nonlinear Richards equation.” Water Resour. Res., 27(6), 1147–1163. doi:https://doi.org/10.1029/91WR00334.
   Web of Science ®Google Scholar
• Paredes, P., and Pereira, L.S. (2019). “Computing FAO56 reference grass evapotranspiration PM-ETo from temperature with focus on solar radiation.” Agric. Water Manage., 215, 86–102. doi:https://doi.org/10.1016/j.agwat.2018.12.014.
   Web of Science ®Google Scholar
• Pereira, L.S., Allen, R.G., Smith, M., and Raes, D. (2015). “Crop evapotranspiration estimation with FAO56: Past and future.” Agric. Water Manage., 147, 4–20. doi:https://doi.org/10.1016/j.agwat.2014.07.031.
   Web of Science ®Google Scholar
• Poddar, A., Gupta, P., Kumar, N., Shankar, V., and Ojha, C.S.P. (2018a). “Evaluation of reference evapotranspiration methods and sensitivity analysis of climatic parameters for sub-humid sub-tropical locations in western Himalayas (India).” ISH J. Hydraul. Eng., 111. doi:https://doi.org/10.1080/09715010.2018.1551731.
   Google Scholar
• Poddar, A., Kumar, N., and Shankar, V. (2018b). “Evaluation of two irrigation scheduling methodologies for potato (Solanum tuberosum L.) in north-western mid-hills of India.” ISH J. Hydraul. Eng., 1–10. doi:https://doi.org/10.1080/09715010.2018.1518733.
   Google Scholar
• Prasad, R. (1988). “A linear root water uptake model.” J. Hydrol., 99(34), 297–306. doi:https://doi.org/10.1016/0022-1694(88)90055-8.
   Google Scholar
• Priestley, C.H.B., and Taylor, R.J. (1972). “On the assessment of surface heat flux and evaporation using large-scale parameters.” Mon. Weather Rev., 100(2), 81–92. doi:https://doi.org/10.1175/1520-0493(1972)100<0081:OTAOSH>2.3.CO;2.
   Web of Science ®Google Scholar
• Pruitt, W.O. (1977). Guidelines for predicting crop water requirements (No. 631.7 F3). FAO.
   Google Scholar
• Richards, L.A. (1931). “Capillary conduction of liquids through porous mediums.” Phys., 1(5), 318–333. doi:https://doi.org/10.1063/1.1745010.
   Google Scholar
• Ritchie, J.T. (1972). “Model for predicting evaporation from a row crop with incomplete cover.” Water Resour. Res., 8(5), 1204–1213. doi:https://doi.org/10.1029/WR008i005p01204.
   Web of Science ®Google Scholar
• Shankar, V. (2007). “Modelling of moisture uptake by plants.” (Doctoral dissertation), Department of Civil Engineering, IIT Roorkee.
   Google Scholar
• Shankar, V., Hari Prasad, K.S., and Ojha, C.S.P. (2009). “Crop coefficient calibration of maize and indian mustard in a semi-arid region.” ISH J. Hydraul. Eng., 15(1), 67–84. doi:https://doi.org/10.1080/09715010.2009.10514932.
   Google Scholar
• Shankar, V., Hari Prasad, K.S., Ojha, C.S.P., and Govindaraju, R.S. (2012). “Model for nonlinear root water uptake parameter.” J. Irrig. Drain. Eng., 138(10), 905–917. doi:https://doi.org/10.1061/(ASCE)IR.1943-4774.0000469.
   Web of Science ®Google Scholar
• Shankar, V., Ojha, C.S., Govindaraju, R.S., Prasad, K.H., Adebayo, A.J., Madramoottoo, C.A., … Singh, K.K. (2017). “Optimal use of irrigation water.” Sustainable Water Resour. Manage., 737–795. doi:https://doi.org/10.1061/9780784414767.ch26.
   Google Scholar
• Shirmohammadi-Aliakbarkhani, Z., and Saberali, S.F. (2020). “Evaluating of eight evapotranspiration estimation methods in arid regions of Iran.” Agric. Water Manage., 239, 106243. doi:https://doi.org/10.1016/j.agwat.2020.106243.
   Web of Science ®Google Scholar
• Šimůnek, J., and Hopmans, J.W. (2009). “Modeling compensated root water and nutrient uptake.” Ecol. Modell., 220(4), 505–521. doi:https://doi.org/10.1016/j.ecolmodel.2008.11.004.
   Web of Science ®Google Scholar
• Snyder, R.L. (1992). “Equation for evaporation pan to evapotranspiration conversions.” J. Irrig. Drain. Eng., 118(6), 977–980. doi:https://doi.org/10.1061/(ASCE)0733-9437(1992)118:6(977).
   Web of Science ®Google Scholar
• Stalham, M.A., and Allen, E.J. (2004). “Water uptake in the potato (Solanum tuberosum) crop.” J. Agric. Sci., 142(4), 373–393. doi:https://doi.org/10.1017/S0021859604004551.
   Google Scholar
• Stanhill, G. (1973). “Evaporation, transpiration and evapotranspiration: A case for Ockham’s Razor.” Physical aspects of soil water, and salts in ecosystems, A. Hadas, D. Swartzendruber, P. E. Rijtema, M. Fuchs and B. Yaron, eds., Springer, Berlin, Heidelberg, 207–220. doi:https://doi.org/10.1007/978-3-642-65523-4_21
   Google Scholar
• Tabari, H. (2010). “Evaluation of reference crop evapotranspiration equations in various climates.” Water Resour. Manage., 24(10), 2311–2337. doi:https://doi.org/10.1007/s11269-009-9553-8.
   Web of Science ®Google Scholar
• Tabari, H., Grismer, M.E., and Trajkovic, S. (2013). “Comparative analysis of 31 reference evapotranspiration methods under humid conditions.” Irrig. Sci., 31(2), 107–117. doi:https://doi.org/10.1007/s00271-011-0295-z.
   Web of Science ®Google Scholar
• Thornthwaite, C.W. (1948). “An approach toward a rational classification of climate.” Geogr. Rev., 38(1), 55–94. doi:https://doi.org/10.2307/210739.
   Web of Science ®Google Scholar
• Trout, T.J., Garcia-Castillas, I.G., and Hart, W.E. (1982). Soil-water engineering: Field and laboratory manual. Academic Publishers, Jaipur, India.
   Google Scholar
• Turc, L. (1961). “Estimation of irrigation water requirements, potential evapotranspiration: A simple climatic formula evolved up to date.” Ann. Agron., 12(1), 13–49.
   Google Scholar
• Van Genuchten, M.T. (1980). “A closed-form equation for predicting the hydraulic conductivity of unsaturated soils 1.” Soil Sci. Soc. Am. J., 44(5), 892–898. doi:https://doi.org/10.2136/sssaj1980.03615995004400050002x.
   Web of Science ®Google Scholar
• Willmott, C.J. (1982). “Some comments on the evaluation of model performance.” Bull. Am. Meteorol. Soc., 63(11), 1309–1313. doi:https://doi.org/10.1175/1520-0477(1982)063<1309:SCOTEO>2.0.CO;2.
   Web of Science ®Google Scholar
• Xing, Z., Chow, L., Meng, F.R., Rees, H.W., Monteith, J., and Lionel, S. (2008). “Testing reference evapotranspiration estimation methods using evaporation pan and modeling in Maritime region of Canada.” J. Irrig. Drain. Eng., 134(4), 417–424. doi:https://doi.org/10.1061/(ASCE)0733-9437(2008)134:4(417).
   Web of Science ®Google Scholar
• Yuan, B.Z., Nishiyama, S., and Kang, Y. (2003). “Effects of different irrigation regimes on the growth and yield of drip-irrigated potato.” Agric. Water Manage., 63(3), 153–167. doi:https://doi.org/10.1016/S0378-3774(03)00174-4.
   Web of Science ®Google Scholar
• Zhang, Y., Yu, Q., Liu, C., Jiang, J., and Zhang, X. (2004). “Estimation of winter wheat evapotranspiration under water stress with two semiempirical approaches.” Agron. J., 96(1), 159–168. doi:https://doi.org/10.2134/agronj2004.1590.
   Web of Science ®Google Scholar