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Abstract

Nitrogen is the most limiting element in the production of cereal crops after water hence leads plant nutrition. Since, nitrogen uptake and supply directly depends upon soil physical conditions, climate and plant genetic features, so N requirement could be varied by place to place. Crop simulation models can be complementary tools in field experiments to develop innovative crop management systems under continuous varying nitrogen regime. Data regarding total nitrogen, nitrogen uptake efficiency, nitrogen utilization efficiency and nitrogen utilization efficiency, drymatter accumulation at three phenological stages (Three leaf, Anthesis and Maturity), and yield parameters (Number of tillers, Biological yield, Thousand grain weight, Grain yield and Harvest index) were recorded. The present study revealed that different nitrogen rates and application methods have significant impact upon crop growth and development. Wheat crop responded well to nitrogen fertilizer. Maximum grain yield obtained for N100 when nitrogen was applied as split dose. Similarly, genotypes responded significantly to nitrogen fertilizers for grain production. Genotype NARC-2009 performed well under different nitrogen regime of rainfed zone of pothwar. APSIM model was parameterized using different agronomic parameters (days after sowing, biomass total nitrogen, root total nitrogen, grain yield and grain total nitrogen). The modeled nitrogen was satisfactory compared to observed nitrogen. The analysis of the modeling results depicted the strong dependency of the mineral nitrogen content upon plant nitrogen uptake and growth. By concluding APSIM model performed well under rainfed conditions of pothwar for modeling nitrogen use efficiency. Modeling approaches should be adopted by farmers and policy makers to get maximum crop production and eliminate extra nitrogen losses.

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References

  • Abril, A., D. Baleani, N. Casado-Murillo, and L. Noe. 2007. Effect of wheat crop fertilization on nitrogen dynamics and balance in the Humid Pampas, Argentina. Agriculture, Ecosystems & Environment 119: 171–176.

    Article  CAS  Google Scholar 

  • Anderson, J.M., and J.S.I. Ingram. 1993. Tropical soil biology and fertility: A handbook of methods. Wallingford: CAB International.

    Google Scholar 

  • Bakht, J., M. Shafi, M.T. Jan, and Z. Shah. 2009. Influence of crop residue management, cropping system and N fertilizer on soil N and C dynamics and sustainable wheat (Triticum aestivum L.) production. Soil and Tillage Research 104: 233–240.

    Article  Google Scholar 

  • Challinor, A.J., F. Ewert, S. Arnold, E. Simelton, and E. Fraser. 2009. Crops and climate change: Progress, trends, and challenges in simulating impacts and informing adaptation. Journal of Experimental Botany 60: 2775–2789.

    Article  CAS  Google Scholar 

  • Chen, C., E. Wang, and Q. Yu. 2010. Modelling the effects of climate variability and water management on crop water productivity and water balance in the North China Plain. Agricultural Water Management 97: 1175–1184.

    Article  Google Scholar 

  • Dayyani, S., S.O. Prasher, A. Madani, and C.A. Madramootoo. 2012. Impact of climate change on the hydrology and nitrogen pollution in a tile-drained agricultural watershed in Eastern Canada. Transactions of the ASABE 55: 389–401.

    Article  CAS  Google Scholar 

  • Delogu, G., L. Cattivelli, N. Pecchioni, D. De Falcis, T. Maggiore, and A.M. Stanca. 1998. Uptake and agronomic efficiency of nitrogen in winter barley and winter wheat. European Journal of Agronomy 9: 11–20.

    Article  Google Scholar 

  • Dhungana, P., K.M. Eskridge, A. Weiss, and P.S. Baenziger. 2006. Designing crop technology for a future climate: An example using response surface methodology and the CERES-Wheat model. Agricultural Systems 87: 63–79.

    Article  Google Scholar 

  • Diez, J.A., R. Caballero, A. Tarquis, M.C. Cartagena, and A. Vallejo. 2000. Integrated fertilizer and irrigation management to reduce nitrate leaching in central Spain. Journal of Environmental Quality 29: 1539–1547.

    Article  CAS  Google Scholar 

  • Dordas, C. 2009. Dry matter, nitrogen and phosphorus accumulation, partitioning and remobilization as affected by N and P fertilization and source–sink relations. European Journal of Agronomy 30: 129–139.

    Article  CAS  Google Scholar 

  • Dordas, C.A., and C. Sioulas. 2009. Dry matter and nitrogen accumulation, partitioning, and retranslocation in safflower (Carthamus tinctorius L.) as affected by nitrogen fertilization. Field Crops Research 110: 35–43.

    Article  Google Scholar 

  • Dueri, S., P.L. Calanca, and J. Fuhrer. 2007. Climate change affects farm nitrogen loss – A Swiss case study with a dynamic farm model. Agricultural Systems 93: 191–214.

    Article  Google Scholar 

  • Edelfeldt, S., and P. Fritzson. 2008. Evaluation and comparison of models and modelling tools simulating nitrogen processes in treatment wetlands. Simulation Modelling Practice and Theory 16: 26–49.

    Article  Google Scholar 

  • Giller, K.E. 2004. Emerging technologies to increase the efficiency of the use of fertilizer nitrogen. In Agriculture and nitrogen cycle. Scope 65, ed. A.R. Moiser, J.K. Syers, and J.R. Frency. Washington, DC: Island Press.

    Google Scholar 

  • Halvorson, A.D., B.J. Wienhold, and A.L. Black. 2002. Tillage, nitrogen, and cropping system effects on soil carbon sequestration. Soil Science Society of America Journal 66: 906–912.

    Article  CAS  Google Scholar 

  • Hocking, P.J., and C.P. Meyer. 1991. Effects of CO2 enrichment and nitrogen stress on growth, and partitioning of dry matter and nitrogen in wheat and maize. Australian Journal of Plant Physiology 18: 339–356.

    Article  CAS  Google Scholar 

  • Janssen, B.H., F.C.T. Guiking, D. Van-Der-Eijk, E.M.A. Smaling, J. Wolf, and H. Reuler. 1990. A system for quantitative evaluation of the fertility of tropical soils (QUEFTS). Geoderma 46: 299–318.

    Article  Google Scholar 

  • Jun-Hua, Z., L. Jian-Li, Z. Jia-Bao, Z. Fu-Tao, C. Ya-Nan, and W. Wei-Peng. 2010. Effects of nitrogen application rates on translocation of dry matter and nitrogen utilization in rice and wheat. Acta Agronomica Sinica 36: 1736–1742.

    Article  Google Scholar 

  • Khayatnezhad, M., and R. Gholamin. 2012. Effect of nitrogen fertilizer levels on different planting remobilization of dry matter of durum wheat varieties Seimareh. African Journal of Microbiology Research 6: 1534–1539.

    Article  Google Scholar 

  • Kleijnen, J.P.C. 1995. Verification and validation of simulation models. European Journal of Operational Research 82: 145–161.

    Article  Google Scholar 

  • Kmoch, H.G., R.E. Ramig, R.L. Fox, and F.E. Koehler. 1957. Root development of winter wheat as influenced by soil moisture and nitrogen fertilization. Agronomy Journal 49: 20–26.

    Article  Google Scholar 

  • Liang, H., K. Hu, W.D. Batchelor, Z. Qi, and B. Li. 2016. An integrated soil-crop system model for water and nitrogen management in North China. Scientific Reports 6, 25755.

    Article  CAS  Google Scholar 

  • López-Bellido, R.J., and L. López-Bellido. 2001. Efficiency of nitrogen in wheat under Mediterranean conditions: Effect of tillage, crop rotation and N fertilization. Field Crops Research 71: 31–46.

    Article  Google Scholar 

  • López-Bellido, L., R.J. López-Bellido, and R. Redondo. 2005. Nitrogen efficiency in wheat under rainfed Mediterranean conditions as affected by split nitrogen application. Field Crops Research 94: 86–97.

    Article  Google Scholar 

  • Mahler, R.L., F.E. Koehler, and L.K. Lutcher. 1994. Nitrogen source, timing of application, and placement: Effects on winter wheat production. Agronomy Journal 86: 637–642.

    Article  Google Scholar 

  • Marino, S., R. Tognetti, and A. Alvino. 2011. Effects of varying nitrogen fertilization on crop yield and grain quality of emmer grown in a typical Mediterranean environment in central Italy. European Journal of Agronomy 34: 172–180.

    Article  CAS  Google Scholar 

  • Martre, P., P.D. Jamieson, M.A. Semenov, R.F. Zyskowski, J.R. Porter, and E. Triboi. 2006. Modelling protein content and composition in relation to crop nitrogen dynamics for wheat. European Journal of Agronomy 25: 138–154.

    Article  CAS  Google Scholar 

  • Mccown, R.L., G.L. Hammer, J.N.G. Hargreaves, D.P. Holzworth, and D.M. Freebairn. 1996. APSIM: A novel software system for model development, model testing and simulation in agricultural systems research. Agricultural Systems 50: 255–271.

    Article  Google Scholar 

  • Meinke, K. 1996. Topological methods for algebraic specification. Theoretical Computer Science 166: 263–290.

    Article  Google Scholar 

  • Melaj, M.A., H.E. Echeverría, S.C. López, G. Studdert, F. Andrade, and N.O. Bárbaro. 2003. Timing of nitrogen fertilization in wheat under conventional and no-tillage system. Agronomy Journal 95: 1525–1531.

    Article  Google Scholar 

  • Melillo, J.M., P.A. Steudler, J.D. Aber, K. Newkirk, H. Lux, F.P. Bowles, C. Catricala, A. Magill, T. Ahrens, and S. Morrisseau. 2002. Soil warming and carbon-cycle feedbacks to the climate system. Science 298: 2173–2176.

    Article  CAS  Google Scholar 

  • Muurinen, S., J. Kleemola, and P. Peltonen-Sainio. 2007. Accumulation and translocation of nitrogen in spring cereal cultivars differing in nitrogen use efficiency. Agronomy Journal 99: 441–449.

    Article  CAS  Google Scholar 

  • Nakano, H., and S. Morita. 2009. Effects of seeding rate and nitrogen application rate on grain yield and protein content of the bread wheat cultivar ‘Minaminokaori’ in Southwestern Japan. Plant Protection Science 12: 109–115.

    Article  Google Scholar 

  • Oenema, O., H. Kros, and W. De-Vries. 2003. Approaches and uncertainties in nutrient budgets: Implications for nutrient management and environmental policies. European Journal of Agronomy 20: 3–16.

    Article  Google Scholar 

  • Parry, M., C. Rosenzweig, and M. Livermore. 2005. Climate change, global food supply and risk of hunger. Philosophical Transactions of the Royal Society, B: Biological Sciences 360: 2125–2138.

    Article  Google Scholar 

  • Pathak, H., P.K. Aggarwal, R. Roetter, N. Kalra, S.K. Bandyopadhaya, S. Prasad, and H. Van Keulen. 2003. Modelling the quantitative evaluation of soil nutrient supply, nutrient use efficiency, and fertilizer requirements of wheat in India. Nutrient Cycling in Agroecosystems 65: 105–113.

    Article  CAS  Google Scholar 

  • Porter, J.R., and M.A. Semenov. 2005. Crop responses to climatic variation. Philosophical Transactions of the Royal Society B: Biological Sciences 360: 2021–2035.

    Article  Google Scholar 

  • Power, J.F., R. Wiese, and D. Flowerday. 2000. Managing nitrogen for water quality—Lessons from management systems evaluation area. Journal of Environmental Quality 29: 355–366.

    Article  CAS  Google Scholar 

  • Praveen, K., and R.K. Aggarwal. 1998. Interdependence of ammonia volatilization and nitrification in arid soils. Nutrient Cycling in Agroecosystems 51: 201–207.

    Article  Google Scholar 

  • Qi, Z., L. Ma, M.J. Helmers, L.R. Ahuja, and R.W. Malone. 2012. Simulating nitrate-nitrogen concentration from a subsurface drainage system in response to nitrogen application rates using RZWQM2. Journal of Environmental Quality 41: 289–295.

    Article  CAS  Google Scholar 

  • Rahimizadeh, M., A. Kashani, A.Z. Feizabadi, A.R. Kooocheki, and M.N. Mahallati. 2010. Nitrogen use efficiency of wheat as effected by preceding crop, application rate of nitrogen and crop residues. Australian Journal of Crop Science 4: 363–368.

    CAS  Google Scholar 

  • Raun, W.R., and G.V. Johnson. 1999. Improving nitrogen use efficiency for cereal production. Agronomy Journal 91: 357–363.

    Article  Google Scholar 

  • Rosenberg, N. 2010. Climate change, agriculture, water resources: What do we tell those that need to know? Climatic Change 100: 113–117.

    Article  Google Scholar 

  • Russell, E.J. 2010. Soil conditions and plant growth, 11th ed. London: Longman Publishing.

    Google Scholar 

  • Saseendran, S.A., D.C. Nielsen, L. Ma, L.R. Ahuja, and A.D. Halvorson. 2004. Modeling nitrogen management effects on winter wheat production using RZWQM and CERES-wheat. Agronomy Journal 96: 615–630.

    Article  Google Scholar 

  • Singh, R., and S.K. Agrawal. 2005. Effect of levels of farmyard manure and nitrogen fertilizer on grain yield and use efficiency of nutrients on wheat (Triticum aestivum). Indian Journal of Agricultural Sciences 75: 408–413.

    Google Scholar 

  • Singh, R., M.J. Helmers, A.L. Kaleita, and E.S. Takl. 2009. Potential impact of climate change on subsurface drainage in Iowa’s subsurface drained landscapes. Journal of Irrigation and Drainage Engineering 135: 459–466.

    Article  Google Scholar 

  • Smil, V. 2005. Do we need higher farm yields during the first half of the 21st century? In Yields of farmed species, ed. R. Sylvester-Bradley and J. Wiseman, 1–14. Nottingham: Nottingham University Press.

    Google Scholar 

  • Sogbedji, J.M., H.M. Van Es, C.L. Yang, L.D. Geohring, and F.R. Magdoff. 2000. Nitrate leaching and nitrogen budget as affected by maize nitrogen rate and soil type. Journal of Environmental Quality 29: 1813–1820.

    Article  CAS  Google Scholar 

  • Sowers, K.E., B.C. Miller, and W.L. Pan. 1994. Optimizing yield and grain protein in soft white winter wheat with split nitrogen applications. Agronomy Journal 86: 1020–1025.

    Article  Google Scholar 

  • Tadayon, M.R. 2007. Effects of supplemental irrigation and N fertilization increase of two wheat cultivars under dryland conditions. (In Persion with abstract in English). PhD, Shiraz University, Shiraz, Iran.

    Google Scholar 

  • Timsina, J., U. Singh, M. Badaruddin, C. Meisner, and M.R. Amin. 2001. Cultivar, nitrogen, and water effects on productivity, and nitrogen-use efficiency and balance for rice–wheat sequences of Bangladesh. Field Crops Research 72: 143–161.

    Article  Google Scholar 

  • Van Sanford, D.A., and C.T. Mackown. 1986. Variation in nitrogen use efficiency among soft red winter wheat genotypes. Theoretical and Applied Genetics 72: 158–163.

    Article  Google Scholar 

  • Wang, E., Oosterom, E.V., Meinke, H., Asseng, S., Robertson, M., Huth, N., Keating, B., and M. Probert. 2003. The new APSIM-Wheat Model – Performance and future improvements. In Proceedings of the 11th Australian Agronomy conference. Geelong, Victoria.

    Google Scholar 

  • Wang, Z., Z. Qi, L. Xue, M. Bukovsky, and M. Helmers. 2015. Modeling the impacts of climate change on nitrogen losses and crop yield in a subsurface drained field. Climatic Change 129: 323–335.

    Article  CAS  Google Scholar 

  • White, E.M., and F.E. Wilson. 2006. Responses of grain yield, biomass and harvest index and their rates of genetic progress to nitrogen availability in ten winter wheat varieties. Irish Journal of Agricultural and Food Ressearch 45: 85–101.

    Google Scholar 

  • Yang, J., J. Zhang, Z. Huang, Q. Zhu, and L. Wang. 2000. Remobilization of carbon reserves is improved by controlled soil-drying during grain filling of wheat. Crop Science 40: 1645–1655.

    Article  Google Scholar 

  • Zadoks, J.C., T.T. Chang, and C.F. Konzak. 1974. A decimal code for the growth stages of cereals. Weed Research 14: 415–421.

    Article  Google Scholar 

  • Zhang, X., S. Chen, H. Sun, D. Pei, and Y. Wang. 2008. Dry matter, harvest index, grain yield and water use efficiency as affected by water supply in winter wheat. Irrigation Science 27: 1–10.

    Article  Google Scholar 

  • Zhao, J.-J., Y.-J. Hua, D.-G. Sun, X.-X. Meng, H.-S. Xiao, and X. Ma. 2006. Genome-wide microRNA profiling in human fetal nervous tissues by oligonucleotide microarray. Child’s Nervous System 22: 1419–1425.

    Article  Google Scholar 

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Correspondence to Muhammad Aqeel Aslam .

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Aslam, M.A., Ahmed, M., Fayyaz-ul-Hassan, Hayat, R. (2017). Modeling Nitrogen Use Efficiency Under Changing Climate. In: Ahmed, M., Stockle, C. (eds) Quantification of Climate Variability, Adaptation and Mitigation for Agricultural Sustainability. Springer, Cham. https://doi.org/10.1007/978-3-319-32059-5_4

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