Commenced in January 2007
Frequency: Monthly
Edition: International
Paper Count: 33122
Evaluating the Response of Rainfed-Chickpea to Population Density in Iran, Using Simulation
Authors: Manoochehr Gholipoor
Abstract:
The response of growth and yield of rainfed-chickpea to population density should be evaluated based on long-term experiments to include the climate variability. This is achievable just by simulation. In this simulation study, this evaluation was done by running the CYRUS model for long-term daily weather data of five locations in Iran. The tested population densities were 7 to 59 (with interval of 2) stands per square meter. Various functions, including quadratic, segmented, beta, broken linear, and dent-like functions, were tested. Considering root mean square of deviations and linear regression statistics [intercept (a), slope (b), and correlation coefficient (r)] for predicted versus observed variables, the quadratic and broken linear functions appeared to be appropriate for describing the changes in biomass and grain yield, and in harvest index, respectively. Results indicated that in all locations, grain yield tends to show increasing trend with crowding the population, but subsequently decreases. This was also true for biomass in five locations. The harvest index appeared to have plateau state across low population densities, but decreasing trend with more increasing density. The turning point (optimum population density) for grain yield was 30.68 stands per square meter in Isfahan, 30.54 in Shiraz, 31.47 in Kermanshah, 34.85 in Tabriz, and 32.00 in Mashhad. The optimum population density for biomass ranged from 24.6 (in Tabriz) to 35.3 stands per square meter (Mashhad). For harvest index it varied between 35.87 and 40.12 stands per square meter.Keywords: Rainfed-chickpea, biomass, harvest index, grain yield, simulation.
Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1070027
Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 1339References:
[1] Amir, J., Sinclair, T.R. 1991. A model of water limitation on spring wheat growth and yield. Field Crops Res. 29, 59-69.
[2] Barzegar, A.B., Soltani, A. 2007. Effect of future climate change on yield of rainfed-chickpea in northwest of Iran (Text in Persian, abstract in English). Proceedings of 2nd national symposium of organic farming, 16-17 Oct, University of Agricultural sciences and Natural Resources, Gorgan, Iran.
[3] Clapp, C.E., Allmaras, R.R., Layese, M.F., Linden, D.R., Dowdy, R.H. 2000. Soil organic carbon and 13-C abundance as related to tillage, crop residue, and nitrogen fertilizer under continuous corn management in Minnesota. Soil Tillage Res. 55, 127-142.
[4] Dore, M.H.I., Lamarche, J.F. 2005. Dating climate change: evidence from time series data on precipitation. Brock University mimeo.
[5] Gholipoor, M., Soltani, A. 2005. Effect of past climate change on runoff in Gorgan. (Text in Persian). Proceedings of 5th Iranian Hydrolic Conference, Nov. 8-10, Shahid Bahonar University of Kerman, Kerman, Iran.
[6] Gholipoor, M., Soltani, A. 2006. Comparing relative effects of temperature and photoperiod on development rate of chickpea, using simulation. (Abstract in persian). Proceedings of 9th Iranian Crop Science Congress, Aug. 27-29, Aboureyhan Campus- University of Tehran, Tehran, Iran.
[7] Gholipoor, M., Soltani, A., Sharafi, S. 2006. Determining optimum sowing date for dormant seeding of chickpea in Kermanshah using simulation. (Abstract in persian). Proceedings of 9th Iranian Crop Science Congress, Aug. 27-29, Aboureyhan Campus- University of Tehran, Iran.
[8] Gholipoor, M. 2007. Potential effects of individual versus simultaneous climate change factors on growth and water use in chickpea. International J. Plant Production 1, 189-204.
[9] Gholipoor, M. 2008. Comparative evaluating the climate-related runoff production in slopped farms of Iran, using simulation. Asian J. Agric. Res. 2, 45-55.
[10] Haylock M, Nicholls M. 2000. Trends in extreme rainfall indices for an updated high quality data set for Australia, 1910- 1998. Int. J. Climatol. 20, 1533-1541.
[11] Hulme M. 1996. Recent climatic change in the world-s drylands. Geophys Res. Lett. 23, 61-64.
[12] Knisel, W.G. 1980. CREAMS: A filed-scal model for chemicals, runoff and erosion from agricultural management systems. Conservation Research Report 26, USDA, US. Gov. Print. Office, Washington, DC.
[13] Kumar, K., Goh, K.M. 2000. Crop residues and management practices: Effects on soil quality, soil nitrogen dynamics, crop yield and nitrogen recovery. Adv. Agron. 68, 197-319.
[14] Manton, M.J., Della-Marta, P.M., Haylock, M.R., Hennessy, K.J., Nicholls, N., Chambers, L.E., et al. 2001. Trends in extreme daily rainfall and temperature in Southeast Asia and the South Pacific: 1961- 1998. Int. J. Climatol. 21, 269-284.
[15] Martens, D.A. 2000. Plant residue biochemistry regulates soil carbon cycling and carbon sequestration. Soil Biol. Biochem. 32, 361-369.
[16] Mwale, D., Gan, T.Y., Shen, S.S.P. 2004. A new analysis on variability and predictability of seasonal rainfall of central southern Africa. Int. J. Climatol. RMS 24, 1509-1530.
[17] Power, J.F., Koerner, P.T., Doran, J.W., Wilhelm, W.W. 1998. Residual effects of crop residues on grain production and selected soil properties. Soil Sci. Soc. Am. J. 62, 1393-1397.
[18] Rahimi-Karizaki, A., Soltani, A. 2007. Determining optimum phenology of chickpea for now and future. Proceedings of 2nd national symposium of organic farming, 16-17 Oct, University of Agricultural sciences and Natural Resources, Gorgan, Iran.
[19] Salinger, M.J., Allan, R.J., Bindoff, N., Hannah, J., Lavery, B., Lin, Z., et al. 1996. Observed variability and change in climate and sea level in Australia, New Zealand and the South Pacific. In: Bouma WJ, Pearman GI, Manning MR, editors. Greenhouse: Coping with Climate Change. Melbourne, Australia Commonwealth Scientific and Industrial Research Organisation (CSIRO). p. 100-126.
[20] Scho¨nwiese, C.D., Rapp, J. 1997. Climate trend atlas of Europe based on observations, 1891-1990. Dordrecht, Netherlands Kluwer Academic Publishers. p. 228.
[21] Sinclair, T.R., 1994. Limits to crop yield. In: Boote, K.J., Bennet, J.M., Sinclair, T.R., Paulsen, G.N. (Eds.), Physiology and Determination of Crop Yield. ASA, CSSA, and SSSA, Madison, WI, pp. 509-532.
[22] Soltani, A., Ghassemi-Golezani, K., Khooie, F.R., Moghaddam, M. 1999. A simple model for chickpea growth and yield. Field Crops Res. 62, 213-224.
[23] Soltani, A., Khooie, F.R., Ghassemi-Golezani, K., Moghaddam, M. 2000. Thresholds for chickpea leaf expansion and transpiration response to soil water deficit. Field Crops Res. 68, 205-210.
[24] Soltani, A., Torabi, B., Zeinali, E., Sarparast, R. 2004a. Response of chickpea to photoperiod as a qualitative long-day plant. Asian J. Plant Sci. 3, 705-708.
[25] Soltani, A., Galeshi, S., Attarbashi, M.R., Taheri, A.H. 2004b. Comparison of two methods for estimating parameters of harvest index increase during seed growth. Field Crops Res. 89, 369-378.
[26] Soltani, A., Torabi, B., Zarei, H. 2005. Modeling crop yield using a modified harvest index-based approach: Application in chickpea. Field Crops Res. 91, 273-285.
[27] Soltani, A., Gholipoor, M. 2006. Simulating the climate change effects on growth and water use in chickpea (Text in Persian; Abstract in English). J. Agric. Sci. Natural Resources 2, 123-145.
[28] Soltani, A., Hammer, G.L., Torabi, B., Robertson, M.J., Zeinali, E. 2006a. Modeling chickpea growth and development: Phenological development. Field Crops Res. 99, 1-13.
[29] Soltani, A., Robertson, M.J., Manschadi, A.M. 2006b. Modeling chickpea growth and development: Nitrogen accumulation and use. Field Crops Res. 99, 24-34.
[30] Soltani, A., Robertson, M.J., Mohammad-Nejad, Y., Rahemi-Karizaki, A. 2006c. Modeling chickpea growth and development: Leaf production and senescence. Field Crops Res. 99, 14-23.
[31] Soltani, A., Robertson, M.J., Torabi, B., Yousefi-Daz, M., Sarparast, R. 2006d. Modelling seedling emergence in chickpea as influenced by temperature and sowing depth. Agric. For. Meteorol. 138, 156-167.
[32] Soltani, A., Torabi, B. 2007. Evaluating yield of chickpea and its stability in dormant seeding (Text in Persian, Abstract in English). Proceedings of 2nd national symposium of organic farming, 16-17 Oct, University of Agricultural sciences and Natural Resources, Gorgan, Iran.
[33] Soltani, A., Gholipoor, M., Ghassemi-Golezani, K. 2007. Analysis of temperature and CO2 effects on radiation use efficiency in chickpea (Cicer arietinum L.). J. Plant Sci. 2, 89-95.
[34] Soltani, E., and Soltani, E. 2008. Climate change of Khorasan, north-east of Iran, during 1950-2004. Res. J. Environ. Sci. 2, 316-322.
[35] Tanner, C.B., Sinclair, T.R. 1983. Efficient water use in crop production: Research or re-search? In: Taylor, H.M., Jordan, W.R., Sinclair, T.R. (Eds.), Limitations to efficient water use in crop production. ASA, CSSA, and SSSA, Madison, WI, pp. 1-27.
[36] Zhai, P.M., Sun, A., Ren, F.M., Liu, X., Gao, B., Zhang, Q. 1999. Changes of climate extremes in China. Clim Change 42, 203-218.