Developing a model for soybean seed emergence offers a tool producers could use for planting date options and in predicting seedling emergence. In this study, temperature effects on soybean seed emergence were quantified, modeled, and validated. The data for seed emergence model development was generated at varying temperatures, 20 ° C/12 ° C, 25 ° C/17 ° C, 30 ° C/22 ° C, 35 ° C/27 ° C, and 40 ° C/32 ° C, on two soybean cultivars, Asgrow AG5332 and Progeny P 5333 RY. Time for 50% emergence (t50 % ) was recorded, and seed emergence rate (SER) was estimated as reciprocal to time at each temperature in both the cultivars. No differences were observed between the cultivars in their response to temperature. A quadratic model (QM) best described the relationship between t50 % and SGR and temperature (R 2 = 0.93). Two sets of experiments were conducted to validate the model. In Experiment 1, 17 time-series planting date studies with the same cultivars were used by utilizing diurnal and seasonal changes in temperature conditions. In the second experiment, sunlit growth chambers with 3 different day/night temperatures, low—20 ° C/12 ° C, optimum—30 ° C/22 ° C, and high—40 ° C/32 ° C, and 64 soybean cultivars belonging MG III, IV, and V, were used. Air temperature and t50 were recorded, and SGR was estimated in all experiments. No differences were recorded among the cultivars for t50 % and SGR, but differences were observed among seeding date and temperature experiments. We tested QM and traditionally used Growing Degree Day s models against the data collected in validation experiments. Both the model simulations predictions agreed closely with the observed data. Based on model statistics, R 2 , root mean square errors (RMSE), and comparison of observations and predictions to assess model performance, the QM model performed better than the GDD model for soybean seed emergence under a wide range of cultivars and environmental conditions.
KeywordsGrowing Degree Days ModelSeed EmergenceSoybeanTemperature
Brandelero, E.M., Adami, P.F., Modolo, A.J., Baesso, M.M. and Fabian, A.J. (2015) Seeder Performance under Different Speeds and Its Relation to Soybean Cultivars Yield. Journal of Agronomy, 14, 139-145. https://doi.org/10.3923/ja.2015.139.145
Dias, M.A.N., Pinto, T.L.F., Mondo, V.H.V., Cicero, S.M. and Pedrini, L.G. (2011) Direct Effects of Soybean Seed Vigor on Weed Competition. Journal of Seed Science, 33, 346-351.
Egli, D.B. (1993) Relationship of Uniformity of Soybean Seedling Emergence to Yield. Journal of Seed Technology, 17, 22-28. http://www.jstor.org/stable/23432764
Kolchinski, E.M., Schuch, L.O.B. and Peske, S.T. (2006) Early Growth of Soybean Plants in Relation to Seeds Vigor. Revista Brasileira de Agrociência, 12, 163-166.
Kolchinski, E.M., Schuch, L.O.B. and Peske, S.T. (2005) Seeds Vigor and Intra-Specific Competition in Soybean. Ciência Rural, 35, 1248-1256. https://doi.org/10.1590/S0103-84782005000600004
Mondo, V.H.V., Dias, M.A.N., Cicero, S.M. (2015) Maize Seed Vigor and Its Effects on Crop Cultivation Cycle. Revista de Agricultura, 90, 168-178.
Schuch, L.O.B., Kolchinski, E.M. and Finatto, J.A. (2009) Seed Physiological Quality and Individual Plants Performance in Soybean. Journal of Seed Science, 31,144-149.
Vanzolini, S., Carvalho, N.M. (2002) Effects of Soybean Seed Vigor on Field Plant Performance. Journal of Seed Science, 24, 33-41.
Fehr, W.R., Caviness, C.E. Burmood, D.T. and Pennington, J.S. (1971) Stage of Development Descriptions for Soybeans, Glycine max (l.) Merrill. Crop Science, 111, 929-931. https://doi.org/10.2135/cropsci1971.0011183X001100060051x
Edwards Jr., C.J. and Hartwig, E.E. (1971) Effect of Seed Size upon Rate of Germination in Soybeans. Agronomy Journal, 63, 449-450. https://doi.org/10.2134/agronj1971.00021962006300030024x
Hatfield, J.L. and Egli, D.B. (1974) Effect of Temperature on the Rate of Soybean Hypocotyl Elongation and Field Emergence. Crop Science, 14, 423-426. https://doi.org/10.2135/cropsci1974.0011183X001400030025x
Hopper, N.W., Overholt, J.R. and Martin, J.R. (1979) Effect of Cultivar, Temperature and Seed Size on the Germination and Emergence of Soya Beans (Glycine max (L.) Merr.). Annals of Botany, 44, 301-308. https://doi.org/10.1093/oxfordjournals.aob.a085733
Benjamin, L.R. (1990) Variation in Time of Seedling Emergence within Populations: A Feature That Determines Individual Growth and Development. Advances in Agronomy, 44, 1-25. https://doi.org/10.1016/S0065-2113(08)60816-0
Reddy, K.R., Brand, D., Wijewardana, C. and Gao, W. (2017) Temperature Effects on Cotton Seedling Emergence, Growth, and Development. Agronomy Journal, 109, 1379-1387. https://doi.org/10.2134/agronj2016.07.0439
Wijewardana, C., Hock, M., Henry, B. and Reddy, K.R. (2015) Screening Corn Hybrids for Cold Tolerance Using Morphological Traits for Early-Season Seeding. Crop Science, 55, 851-867. https://doi.org/10.2135/cropsci2014.07.0487
Castiel, S. (2010) Soybean Physiology: How Well Do You Know Soybeans? Purdue University. Soybean Station. http://www.soybeanstation.org
Wang, J.Y. (1960) A Critique of the Heat Unit Approach to Plant Response Studies. Ecology, 41, 785-790. https://doi.org/10.2307/1931815
Reddy, K.R., Hodges, H.F. and McKinion, J.M. (1993) A Temperature Model for Cotton Phenology. Biotronics, 22, 47-59.
Reddy, K.R., Hodges, H.F. and McKinion, J.M. (1997) Crop Modeling and Applications: A Cotton Example. Advances in Agronomy, 59, 225-290. https://doi.org/10.1016/S0065-2113(08)60056-5
McMaster, G.S. and Wilhelm, W.W. (1997) Growing Degree-Days: One Equation, Two Interpretations. Agricultural and Forest Meteorology, 87, 291-300. https://doi.org/10.1016/S0168-1923(97)00027-0
Reddy, K.R., Hodges, H.F., Read, J.J., McKinion, J.M., Baker, J.T., Tarpley, L. and Reddy, V.R. (2001) Soil-Plant-Atmosphere-Research (SPAR) Facility: A Tool for Plant Research and Modeling. Biotronics, 30, 27-50.
Murray, F.W. (1967) On the Computation of Saturation Vapor Pressure. Journal of Applied Meteorology, 6, 203-204. https://doi.org/10.1175/1520-0450(1967)006 2.0.CO;2
McKinion, J.M. and Hodges, H.F. (1985) Automated System for Measurement of Evapotranspiration from Closed Environmental Growth Chambers. Transactions of the ASAE, 28, 1825-1828. https://doi.org/10.13031/2013.32526
Hoagland, D.R. and Arnon, D.I. (1950) The Water-Culture Method for Growing Plants without Soil. The College of Agriculture University of California, Berkeley.
SAS Institute (2011) SAS Guide to Macro Processing. Vol. 11, SAS Inst., Cary.
Loague, K. and Green, R.E. (1991) Statistical and Graphical Methods for Evaluating Solute Transport Models: Overview and Applications. Journal of Contaminant Hydrology, 7, 51-73. https://doi.org/10.1016/0169-7722(91)90038-3
Mitchell, P.L. and Sheehy, J.E. (1997) Comparison of Predictions and Observations to Assess Model Performance: A Method of Empirical Validation. In: Kropff, M.J., Teng, P.S., Aggarwal, P.K., Bouma, J., Bouman, B.A.M., Jones, K.W. and van Laar, H.H., Eds., Applications of Systems Approaches at the Field Level System to Cotton Crop Management, Volume 2, Kluwer Academic Publishers, Dordrecht, 55-65. https://doi.org/10.1007/978-94-017-0754-1_31
Reddy, K.R., Boone, M.L., Reddy, A.R., Hodges, H.E., Turner, S.B. and McKinion, J.M. (1995) Developing and Validating a Model for a Plant Growth Regulator. Agronomy Journal, 87, 1100-1105. https://doi.org/10.2134/agronj1995.00021962008700060011x
Reddy, K.R. and Boone, M.L. (2002) Modeling and Validating Cotton Leaf Area Development and Stem Elongation. Acta Horticulturae, 593, 193-199. https://doi.org/10.17660/ActaHortic.2002.593.25
Battisti, R.A., Paulo, C., Sentelhas, A. and Boote, K.J. (2017) Inter-Comparison of Performance of Soybean Crop Simulation Models and Their Ensemble in Southern Brazil. Field Crops Research, 200, 28-37. https://doi.org/10.1016/j.fcr.2016.10.004
Acock, B., Pachepsky, Y.A., Mironenko, E.V., Whisler, F.D. and Reddy, V.R. (1999) GUICS: A Generic User Interface for On-Farm Crop Simulations. Agronomy Journal, 91, 657-665. https://doi.org/10.2134/agronj1999.914657x
Heatherly, L. (2015) Temperature and Soybean Emergence. Mississippi Soybean Promotion Board (MSPB) Blog. https://mssoy.org/blog/temperature-and-soybean-emergence