Development a regression relationship between rainfed wheat yield and soil properties in a semiarid region, Zanjan Province

Document Type : Research Paper

Authors

1 Ph.D. Candidate Department. of Soil Science, Faculty of Agriculture, University of Zanjan, Iran

2 Associate Professor, Department of Soil Science, Faculty of Agriculture, University of Zanjan, Iran

3 Faculty of Agricultural Research Center, Zanjan, Iran

4 Graduate Student, Dept. of Soil Science, Faculty of Agriculture, University of Zanjan, Iran

Abstract

Rainfed wheat is the main source of staple food for people in the developing countries. Various factors contribute to and affect the production of this crop. The aim followed in the present study was to develop a model to estimate rainfed wheat grain yield as based on physico-chemical properties of the soil. Therefore, wheat grain yield and soil physico-chemical properties were separately determined in triplicates at 53 rainfed wheat fields throughout Zanjan Province in growing season. Year 2014 Making use of partial least square regression, a model was developed to explain the relationship between rainfed wheat grain yield vs soil properties (n=40, R2= 0.6). Silt and calcium carbonate equivalent were the most effective soil properties affecting the crop's grain yield, with the standardized coefficients of the estimating model equal to 0.23 and -0.24, respectively. The results of the research revealed that some soil physico-chemical properties including silt, calcium carbonate and potassium, in order of priority, affected most the rainfed wheat grain yield.

Keywords


Akimov, L. M. (2013). Space-time patterns of atmospheric droughts in Voronezh oblast during growing period, Arid Ecosystems, 3 (2), 65-70.
Angers, D. A. and Mehuys, G. R. (1993) Aggregate stability to water, In M. R. Carter (Ed.), Manual on Soil Sampling and Methods of Analysis. (pp. 651-657), Boca Raton, Florida, CRC Press.
Asseng, S., Turner, N. C. and Keating, B. A. (2001). Analysis of water- and nitrogen-use efficiency of wheat in a Mediterranean climate, Plant and Soil, 233 (1), 127-143.
Ayoubi, S., Zamani, S. M. and Khormali, F. (2009). Wheat Yield Prediction through Soil Properties Using Principle Component Analysis, Iranian Journal of Soil and Water Research, 40 (1), 51-57. (In Farsi)
Bannayan, M., Sadeghi Lotfabadi, S., Sanjani, S., Mohamadian, A. and Aghaalikhani, M. (2011). Effects of precipitation and temperature on crop production variability in northeast Iran, International Journal of Biometeorology, 55 (3), 387-401.
Baquei, M. A., Karim, M. A., Hamid, A. and Tetsushi, H. (2006). Effects of Fertilizer Potassium on Growth, Yield and Nutrient Uptake of Wheat (Triticum aestivum) under. Water Stress Conditions, South Pacefic Studies, 27 (1), 25-35.
Basso, B., Cammarano, D., Chen, D., Cafiero, G., Amato, M., Bitella, G., Rossi, R. and Basso, F. (2009). Landscape position and precipitation effects on spatial variability of wheat yield and grain protein in Southern Italy, Journal of Agronomy and Crop Science, 195 (4), 301-312.
Blanco-Canqui, H., Claassen, M. and Presley, D. (2012). Summer cover crops fix nitrogen, increase crop yield, and improve soil–crop relationships, Agronomy journal, 104 (1), 137-147.
Blake, G.R., and K.H. Hartge. (1986a) Bulk Density. Density. In A. Klute (Ed.). Methods of Soil Analysis: Part.I. Physical and mineralogical methods (2nd ed.). Agronomy Monograph (9). (pp. 363-375). Madison, Wisconsin, USA. Agronomy Society of America and Soil Science Society of American.
Blake, G.R., and K.H. Hartge. (1986b) Particle Density. In A. Klute (Ed.). Methods of Soil Analysis: Part.I. Physical and mineralogical methods (2nd ed.). Agronomy Monograph (9). (pp. 377-382). Madison, Wisconsin, USA. Agronomy Society of America and Soil Science Society of American.
Bohn, H. L., Myer, R. A. and O'Connor, G. A. (2002) Soil Chemistry (3rd ed.). Canada, John Wiley & Sons, Inc.
Bourennane, H., Nicoullaud, B., Couturier, A. and King, D. (2004). Exploring the Spatial Relationships Between Some Soil Properties and Wheat Yields in Two Soil Types, Precision Agriculture, 5 (5), 521-536.
Bremner, J. M. and Mulvaney, C. S. (1982) Total nitrogen. In: A. L. Page, R. H. Miller, and D. R. Keeney (Eds.). Methods of Soil Analysis: Part 2, Chemical and Microbiological Properties (2nd ed.). Agronomy Monograph (9), (pp. 559-624), Madison, Wisconsin. USA. Agronomy Society of America and Soil Science Society of American.
Chaudhari, S., Singh, R. and Kundu, D. (2008). Rapid textural analysis for saline and alkaline soils with different physical and chemical properties, Soil Science Society of America Journal, 72 (2), 431-441.
Chendev, Y. G., Novykh, L. L., Sauer, T. J., Petin, A. N., Zazdravnykh, E. A. and Burras, C. L. (2014) Evolution of soil carbon storage and morphometric properties of afforested soils in the U.S. Great Plains. In A. E. Harteminkand and K. McSweeney (Eds.), Soil Carbon. (pp. 475-482). New York, Springer.
Collard, F., Saby, N. P. A., forges, A. C. R. d., Lehmann, S., Paroissien, J. B. and Arrouays, D. (2014) Spatial prediction of soil organic carbon at different depths using digital soil mapping. In D. Arrouays, N. McKenzie, J. Hempel, A. R. de Forges, and A. B. McBratney (Eds.), Global Soil Map: Basis of the global spatial soil information system. (pp. 181-184). Boca Raton, Florida. USA.. CRC press.
Diacono, M., Castrignanò, A., Troccoli, A., De Benedetto, D., Basso, B. and Rubino, P. (2012). Spatial and temporal variability of wheat grain yield and quality in a Mediterranean environment: A multivariate geostatistical approach, Field Crops Research, 131 (0), 49-62.
FAO. (2006) Guidelines for Soil Descriptions, Food and Agriculture Organization of the United Nations.
Floch, E. L., Trinchera, L., Guillemot, V., Tenenhaus, A., Poline, J. B., Frouin, V. and Duchesnay, E. (2013) Dimension Reduction and Regularization Combined with Partial Least Squares in High Dimensional Imaging Genetics Studies. In H. Abdi, W. W. Chin, V. E. Vinzi, G. Russolillo and L. Trinchera (Eds.). New Perspectives in Partial Least Squares and Related Methods. (pp. 147-158). New York, Springer.
Gee, G. W. and Bauder, J. W. (1986) Particle-size analysis. In A. Klute (Ed.). Methods of Soil Analysis: Part.I. Physical and mineralogical methods (2nd ed.). Agronomy Monograph (9). (pp. 383-411). Madison, Wisconsin, USA. Agronomy Society of America and Soil Science Society of American.
Hastie, T., Tibshirani, R. and Friedman, J. (2009) The Elements of Statistical Learning: Data Mining, Inference, and Prediction: series in Statistic (2nd ed.). New York, USA, Springer-Verlag
He, Y. (2014). The effect of precipitation on vegetation cover over three landscape units in protected semi-arid grassland: Temporal dynamics and suitable climatic index, Journal of Arid Environments, 109, 74-82.
He, Y., Hou, L., Wang, H., Hu, K. and McConkey, B. (2014). A modeling approach to evaluate the long-term effect of soil texture on spring wheat productivity under a rain-fed condition, Scicence Report, 4. Retrieved May 10, 2015, from http://www.nature.com
He, Y., Wei, Y., DePauw, R., Qian, B., Lemke, R., Singh, A., Cuthbert, R., McConkey, B. and Wang, H. (2013). Spring wheat yield in the semiarid Canadian prairies: Effects of precipitation timing and soil texture over recent 30 years, Field Crops Research, 149 (0), 329-337.
Hillel, D. (1982) Introduction to soil physics, New York, Academic Press.
Hou, X., Li, R., Jia, Z., Han, Q., Wang, W. and Yang, B. (2012). Effects of rotational tillage practices on soil properties, winter wheat yields and water-use efficiency in semi-arid areas of north-west China, Field Crops Research, 129 (0), 7-13.
Jihad, M. o. A. (2014) Agronomical statistics, 2012-2013 agronomical year. (In Farsi)
Katerji, N. and Mastrorilli, M. (2009). The effect of soil texture on the water use efficiency of irrigated crops: Results of a multi-year experiment carried out in the Mediterranean region, European Journal of Agronomy, 30 (2), 95-100.
Klute, A. (1986) Water retention. In A. Klute (Ed.). Methods of Soil Analysis: Part.I. Physical and mineralogical methods (2nd ed.). Agronomy Monograph (9). (pp. 635-662). Madison, Wisconsin, USA. Agronomy Society of America and Soil Science Society of American.
Lobell, D. B., Ortiz-Monasterio, J. I., Lee Addams, C. and Asner, G. P. (2002). Soil, climate, and management impacts on regional wheat productivity in Mexico from remote sensing: Agricultural and Forest Meteorology, 114 (1–2), 31-43.
Maitra, S. and Yan, J. (2008). Principal Component Analysis and Partial Least Squares: Two Dimension Reduction Techniques for Regression Casualty Actuarial Society, Discussion Paper Program, 79-90.
McLean, E. O. (1982) Soil pH and Lime Requirement. In: A. L. Page, R. H. Miller, and D. R. Keeney (Eds.). Methods of Soil Analysis: Part 2, Chemical and Microbiological Properties (2nd ed). Agronomy Monograph (9). (pp. 199-224), Madison, Wisconsin, USA. Agronomy Society of America and Soil Science Society of American.
Mehmood, T., Liland, K. H., Snipen, L. and Sæbø, S. (2012). A review of variable selection methods in partial least squares regression, Chemometrics and intelligent laboratory systems, 118, 62-69.
Melkonyan, A. (2014). Environmental and socio-economic vulnerability of agricultural sector in Armenia, Science of The Total Environment, 488-489 (0), 333-342.
Nautiyal, C. S., Chauhan, P. S. and Bhatia, C. R. (2010). Changes in soil physico-chemical properties and microbial functional diversity due to 14 years of conversion of grassland to organic agriculture in semi-arid agroecosystem, Soil and Tillage Research, 109 (2), 55-60.
Nelson, R.E. 1982. Carbonate and gypsum. In: A. L. Page, R. H. Miller, and D. R. Keeney (Eds.). Methods of Soil Analysis: Part 2, Chemical and Microbiological Properties (2nd ed.). Agronomy Monograph (9), (pp. 81-197), Madison, Wisconsin. USA. Agronomy Society of America and Soil Science Society of American.
Nelson, D. W. and Sommer, L. E. (1982) Total carbon, organic carbon, and organic matter. In: A. L. Page, R. H. Miller, and D. R. Keeney (Eds.). Methods of Soil Analysis: Part 2, Chemical and Microbiological Properties (2nd ed.). Agronomy Monograph (9), (pp. 539-580), Madison, Wisconsin. USA. Agronomy Society of America and Soil Science Society of American.
Olsen, S. R., Cole, C. V., Watenabe, F. S. and Dean, L. A. (1954) Estimation of available phosphorus in soil by extraction with sodium bicarbonate. (no. 939) Washington D.C., Circular / United States Department of Agriculture.
 Ozturk, L., Eker, S., Torun, B. and Cakmak, I. (2005). Variation in phosphorus efficiency among 73 bread and durum wheat genotypes grown in a phosphorus-deficient calcareous soil, Plant and soil, 269 (1-2), 69-80.
Rashid, A. and Ryan, J. (2008) Micronutrient constraints to crop production in the near East, Micronutrient deficiencies in global crop production. (pp. 149-180), Springer.
Rhoades, J. D. (1982) Soluble salts. In: A. L. Page, R. H. Miller, and D. R. Keeney (Eds.). Methods of Soil Analysis: Part 2, Chemical and Microbiological Properties (2nd ed.). Agronomy Monograph (9), (pp. 167-179), Madison, Wisconsin. USA. Agronomy Society of America and Soil Science Society of American.
Rötter, R. P., Carter, T. R., Olesen, J. E. and Porter, J. R. (2011). Crop-climate models need an overhaul, Nature Climate Change, 1 (4), 175-177.
Sadras, V., Baldock, J., Roget, D. and Rodriguez, D. (2003). Measuring and modelling yield and water budget components of wheat crops in coarse-textured soils with chemical constraints, Field Crops Research, 84 (3), 241-260.
Sadras, V. o. and McDonald, G. (2012) Water use efficiency of grain crops in Australia: principles, benchmarks and management. CSIRO, Australia.
Seeling, B. and Alfonso, J. (2007) Application of GIS to integrated pest management on U.S. fish and wildlife service land. In F. J. Pierce and D. Clay (Eds.). GIS Applications in Agriculture, Boca Raton, Florida. USA. CRC Press.
Selyaninov, G. T. (1928). On agricultural climate valuation, Processing Agricultural Meteorology, 20, 165-177.
Shabani, A., Haghnia, G., Karimi, A. and Ahmadi, M. M. (2012). Influence of Topography and Soil Characteristics on the Rainfed Wheat Yield in Sisab Region, Northeastern Iran, Journal of Water and Soil, 26 (4), 922-932. (In Farsi)
Stewart, C., McBratney, A. and Skerritt, J. (2002). Site-Specific Durum Wheat Quality and Its Relationship to Soil Properties in a Single Field in Northern New South Wales, Precision Agriculture, 3 (2), 155-168.
Su, Z., Zhang, J., Wu, W., Cai, D., Lv, J., Jiang, G., Huang, J., Gao, J., Hartmann, R. and Gabriels, D. (2007). Effects of conservation tillage practices on winter wheat water-use efficiency and crop yield on the Loess Plateau, China, Agricultural Water Management, 87 (3), 307-314.
Takahashi, S. and Anwar, M. R. (2007). Wheat grain yield, phosphorus uptake and soil phosphorus fraction after 23 years of annual fertilizer application to an Andosol, Field Crops Research, 101 (2), 160-171.
Tatari, M., Koocheki, A. and Mahallati, M. N. (2009). Dryland wheat yield prediction using precipitation and edaphic data by applying of regression models, Iranian Journal of Field Crop Research, 7 (2), 357-365. (In Farsi)
Thomas, G. W. (1982) Exchangeable cations. In: A. L. Page, R. H. Miller, and D. R. Keeney (Eds.). Methods of Soil Analysis: Part 2, Chemical and Microbiological Properties (2nd ed.). Agronomy Monograph (9), (pp. 159-165), Madison, Wisconsin. USA. Agronomy Society of America and Soil Science Society of American.
Vaezi, A. R., and Bahrami, H. A. (2014). Relationship between Soil Productivity and Erodibility inRainfed Wheat Lands in Northwestern Iran. Journal of Agricultural Science and Technology, 16, 1455-1466.
van Wambeke, A. (1992) Soils of the tropics: properties and appraisal. New York, McGraw-Hill.
Wilhelm, W., Mielke, L. and Fenster, C. R. (1982). Root development of winter wheat as related to tillage practice in western Nebraska, Agronomy journal, 74 (1), 85-88.
Wong, M. T. F. and Asseng, S. (2006). Determining the Causes of Spatial and Temporal Variability of Wheat Yields at Sub-field Scale Using a New Method of Upscaling a Crop Model, Plant and Soil, 283 (1-2), 203-215.