Technical Papers
Dec 20, 2013

Corn Yield Simulation Using the STICS Model under Varying Nitrogen Management and Climate-Change Scenarios

Publication: Journal of Irrigation and Drainage Engineering
Volume 140, Issue 4

Abstract

This study evaluated the performance of the simulateur multidisciplinaire pour les cultures standard (STICS) crop model for predicting grain yield and dry biomass of corn under three nitrogen (N) treatments—low, medium, and high N levels—applied on a conventional drainage field in eastern Canada over a 2-year period. The impacts of climate change on simulated grain corn and biomass yield in eastern Canada under tile-drained conditions was also evaluated over a 30-year future period (2040–2069). The 2008 data set was selected for calibration, whereas the 2009 data set was used for validation of the model. Corn grain yield was underestimated by 1.52.6Mgha1 for the 2 years of measurement. Total dry biomass was also underestimated by 0.92.6Mgha1. Tukey’s studentized range (HSD) test of corn grain yield indicated that yields at high and low N and high and medium N were different at the 95% confidence level. Grain and biomass production from 2040–2069 under B1 emission scenarios responded differently (P<0.05) for the three N treatments. A Mann–Kendall, nonparametric test performed on simulated corn grain and biomass yields attributable to climate change under B1 emission scenarios showed neither an increasing nor a decreasing trend at a 95% confidence level.

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Acknowledgments

The authors thank the Natural Sciences and Engineering Research Council of Canada (NSERC) for providing funding for this project. We also thank Dr. Samuel B. Gameda, Eastern Cereal and Oilseed Research Centre (ECORC), Research Branch, Agriculture and Agri-Food Canada, Ottawa, Ontario, Canada, for providing us with synthetic weather data used for this research.

References

Almaraz, J., Mabood, F., Zhou, X., Gregorich, E., and Smith, D. (2008). “Climate change, weather variability and corn yield at a higher latitude locale: Southwestern Quebec.” Clim. Change, 88(2), 187–197.
Arora, M., Goel, N. K., and Singh, P. (2005). “Evaluation of temperature trends over India.” Hydrol. Sci. J., 50(1), 1–93.
Beaudoin, N., Launay, M., Sauboua, E., Ponsardin, G., and Mary, B. (2008). “Evaluation of the soil crop model STICS over 8 years against the ‘on farm’ database of Bruyeres catchment.” Eur. J. Agron., 29(1), 46–57.
Bootsma, A., Anderson, D., and Gameda, S. (2004). “Potential impacts of climate change on agroclimatic indices in southern regions of Ontario and Quebec.”, Eastern Cereal and Oilseed Research Centre, Agriculture and Agri-Food Canada, Ottawa, ON.
Brisson, N., et al. (2002). “STICS: A generic model for simulating crops and their water and nitrogen balances. II. Model validation for wheat and maize.” Agronomie, 22(1), 69–92.
Brisson, N., et al. (2003). “An overview of the crop model STICS.” Eur. J. Agron., 18(3–4), 309–332.
Brisson, N., Launay, M., Mary, B., and Beaudoin, N. (2009). Conceptual basis, formalisations and parameterization of the STICS crop model, Quae editions, Paris.
Brisson, N., Wery, J., and Boote, K. (2006). Fundamental concepts of crop models illustrated by a comparative approach, Elsevier, Amsterdam, Netherlands.
Burn, H. B., and Elnur, M. A. H. (2002). “Detection of hydrologic trends and variability.” J. Hydrol., 255(1–4), 107–122.
Changnon, S., and Hollinger, S. (2003). “Problems in estimating impacts of future climate change on Midwestern corn yields.” Clim. Change, 58(1–2), 109–118.
Corre-Hellou, G., Faure, M., Launay, M., Brisson, N., and Crozat, Y. (2009). “Adaptation of the STICS intercrop model to simulate crop growth and N accumulation in pea–barley intercrops.” Field Crops Res., 113(1), 72–81.
Debaeke, P. (2004). “Scenario analysis for cereal management in water-limited conditions by the means of a crop simulation model (STICS).” Agronomie, 24(6–7), 315–326.
De Jong, R., Li, K., Bootsma, A., Huffman, T., Roloff, G., and Gameda, S. (2001). “Crop yield and variability under climate change and adaptative crop management scenarios.”, Eastern Cereal and Oilseed Research Centre (ECORC), Agriculture and Agri-Food, Ottawa, Canada.
Douglas, E. M., Vogel, R. M., and Kroll, C. N. (2000). “Trends in floods and low flows in the United States: Impact of spatial correlation.” J. Hydrol., 240(1–2), 90–105.
El Maayar, M., Singh, B., André, P., Bryant, C. R., and Thouez, J.-P. (1997). “The effects of climatic change and CO2 fertilisation on agriculture in Québec.” Agric. For. Meteorol., 85(3–4), 193–208.
Flénet, F., Villon, P., and Ruget, F. (2004). “Methodology of adaptation of the STICS model to a new crop: Spring linseed (Linum usitatissimum, L.).” Agronomie, 24(6–7), 367–381.
Goyal, M. K., and Ojha, C. S. P. (2011). “Evaluation of linear regression methods as downscaling tool in temperature projections over Pichola Lake Basin in India.” Hydrol. Process., 25(9), 1453–1465.
Hadria, R., et al. (2007). “Calibration and validation of the STICS crop model for managing wheat irrigation in the semi-arid Marrackech/Al Haouz Plain.” Arabian J. Sci. Eng., 32(1C), 87–101.
Hodges, T., Botner, D., Sakamoto, C., and Hays Haug, J. (1987). “Using the CERES-Maize model to estimate production for the U.S. cornbelt.” Agric. For. Meteorol., 40(4), 293–303.
Intergovernmental Panel on Climate Change (IPCC). (2007). “Climate change 2007—The physical science basis.” Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, Cambridge University Press, Cambridge, U.K.
International Commission on Irrigation, and Drainage (ICID). (1999). “Country profile: Canada.” 〈http://www.icid.org/cp_canada.html〉 (Apr. 20, 2011).
Jamieson, P. D., Porter, J. R., and Wilson, D. R. (1991). “A test of the computer simulation model ARCWHEAT1 on wheat crops grown in New Zealand.” Field Crops Res., 27(4), 337–350.
Jégo, G., Martinez, M., Antiguadad, I., Launay, M., Sanchez-Perez, J. M., and Justes, E. (2008). “Evaluation of the impact of various agricultural practices on nitrate leaching under the root zone of potato and sugar beet using the STICS soil-crop model.” Sci. Total Environ., 394(3–4), 207–221.
Jégo, G., Pattey, E., Bourgeois, G., Drury, C. F., and Tremblay, N. (2011). “Evaluation of the STICS crop growth model with maize cultivar parameters calibrated for eastern Canada.” Agron. Sustain. Dev., 31(3), 557–570.
Kaluli, J. W., Madramootoo, C. A., Zhou, X., Mackenzie, A. F., and Smith, D. L. (1999). “Subirrigation systems to minimize nitrate leaching.” J. Irrig. Drain. Eng., 52–58.
Karimi-Zindashty, Y. (2005). “Sensing in stress detection and crop growth modeling in corn fields.” Ph.D. thesis, McGill Univ., Montreal, Canada.
Kendall, M. G. (1975). Rank correlation methods, Charles Griffin, London.
Lajoie, P., and Stobbes, P. (1951). Étude des sols des comtés de Soulanges et de Vaudreuil dans la province de Québec, Ministère fédéral de l’Agriculture, Ottawa, Canada (in French).
L'Institut National de la Recherche Agronomique (INRA). (2013). “Userguide.” Site Agroparc - Domaine, St. Paul, France.
Liu, H. L., et al. (2011). “Using the DSSAT-CERES-Maize model to simulate crop yield and nitrogen cycling in fields under long-term continuous maize production.” Nutr. Cycling Agroecosyst, 89(3), 313–328.
Lobell, D. B., and Asner, G. P. (2003). “Climate and management contributions to recent trends in U.S. agricultural yields.” Science, 299(5609), 1032.
Loomis, R. S., and Amthor, J. S. (1999). “Yield potential, plant assimilatory capacity, and metabolic efficiencies.” Crop Sci., 39(6), 1584–1596.
Ma, S. X., Churkina, G., and Trusilova, K. (2012). “Investigating the impact of climate change on crop phenological events in Europe with a phenology model.” Int. J. Biometeorol., 56(4), 749–763.
Mann, H. B. (1945). “Nonparametric tests against trend.” Econometrica, 13(3), 245–259.
Ontario Ministry of Agriculture, Food, and Rural Affairs (OMAFRA). (2009). Agronomy guide for field crops, Ottawa, ON.
Prudhomme, C., Jakob, D., and Svensson, C. (2003). “Uncertainty and climate change impact on the flood regime of small UK catchments.” J. Hydrol., 277(1–2), 1–23.
Qian, B., De Jong, R., Yang, J., Wang, H., and Gameda, S. (2011). “Comparing simulated crop yields with observed and synthetic weather data.” Agric. For. Meteorol., 151(12), 1781–1791.
SAS. (2010). SAS/STAT user’s guide: Statistics, v. 9.2, Cary, NC.
Sierra, J., Brisson, N., Ripoche, D., and Noel, C. (2003). “Application of the STICS crop model to predict nitrogen availability and nitrate transport in a tropical acid soil cropped with maize.” Plant Soil, 256(2), 333–345.
Singh, B., El Maayar, M., André, P., Bryant, C., and Thouez, J.-P. (1998). “Impacts of a GHG-induced climate change on crop yields: Effects of acceleration in maturation, moisture stress and optimal temperature.” Clim. Change, 38(1), 51–86.
Sugg, Z. (2007). “Assessing U.S. farm drainage: Can GIS lead to better estimates of subsurface drainage extent?” World Resources Institute, Washington, DC. 〈http://www.wri.org/publication/assessing-u-s-farm-drainage-can-gis-lead-better-estimates-subsurface-drainage-exten〉 (Dec. 2012).
Tournebize, J., Kaoa, C., Nikolica, N., and Zimmerb, D. (2004). “Adaptation of the STICS model to subsurface drained soils.” Agronomie, 24(6–7), 305–313.
U.S. Census Bureau (USCB). (2007). World population information, U.S. Census Bureau, Washington, DC.
Wiatrak, P. (2012). “Environmental conditions affecting corn growth.” Clemson Univ., Clemson, SC. 〈http://www.clemson.edu/extension/rowcrops/corn/guide/environmental_conditions.html〉 (Dec. 12, 2012).
Wright, J., and Sands, G. (2001). “Planning an agricultural subsurface drainage system.” Agricultural drainage publication series, Publication # 07685, Univ. of Minnesota, St. Paul, MN, 〈http://www.extension.umn.edu/distribution/cropsystems/DC7685.html〉 (Dec. 22, 2011).

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Go to Journal of Irrigation and Drainage Engineering
Journal of Irrigation and Drainage Engineering
Volume 140Issue 4April 2014

History

Received: Aug 20, 2013
Accepted: Oct 28, 2013
Published online: Dec 20, 2013
Published in print: Apr 1, 2014
Discussion open until: May 20, 2014

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Authors

Affiliations

Ajay K. Singh
Postdoctoral Fellow, Dept. of Bioresource Engineering, McGill Univ., 21111 Lakeshore Rd., Ste. Anne de Bellevue, Montreal, QC, Canada H9X 3V9.
Chandra A. Madramootoo
Professor, Dept. of Bioresource Engineering, McGill Univ., 21111 Lakeshore Rd., Ste. Anne de Bellevue, Montreal, QC, Canada H9X 3V9.
Manish K. Goyal [email protected]
Assistant Professor, Dept. of Civil Engineering, Indian Institute of Technology, Guwahati, Assam 781039, India; formerly, Postdoctoral Fellow, Dept. of Bioresource Engineering, McGill Univ., 21111 Lakeshore Rd., Ste. Anne de Bellevue, Montreal, QC, Canada H9X 3V9 (corresponding author). E-mail: [email protected]
Donald L. Smith
Professor, Dept. of Plant Science, McGill Univ., 21111 Lakeshore Rd., Ste. Anne de Bellevue, Montreal, QC, Canada H9X 3V9.

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