Assessing climatic risk to sorghum production in water-limited subtropical environments. I.Development and testing of a simulation model

Abstract Sorghum ( Sorghum bicolor (L.) Moench.) is one of the major summer crops grown in the subtropics. The high rainfall variability and limited planting opportunities in these regions make crop production risky. A robust crop simulation model can assist farmer decision-making via simulation analyses to quantify production risks. Accordingly, we developed a simple, yet mechanistic crop simulation model for sorghum for use in assessing climatic risk to production in water-limited environments. The model simulates grain yield, biomass accumulation, crop leaf area, phenology and soil water balance. The model uses a daily time-step and readily available weather and soil information and assumes no nutrient limitation. The model was tested on numerous data ( n =38) from experiments spanning a broad range of environments in the semi-arid tropics and subtropics. Potential limitations in the model were identified and examined in a novel testing procedure by using combinations of predicted and observed data in various modules of the model. The model performed satisfactorily, accounting for 94% and 64% of the variation in total biomass and grain yield, respectively. The difference in outcome for biomass and yield was caused by limitations in predicting harvest index. The concepts involved, and the limitations encountered, developing a crop model to be simple but consistent with the biophysical rigour required for application to such a diverse range of environments, are discussed.

[1]  R. C. Muchow,et al.  Water Deficit Effects on Maize Yields Modeled under Current and “Greenhouse” Climates , 1991 .

[2]  R. C. Muchow,et al.  Testing the CERES-Maize simulation model in a semi-arid tropical environment , 1989 .

[3]  A. Webb,et al.  Tillage and crop residue management affect Vertisol properties and grain sorghum growth over seven years in the semi-arid sub-tropics. 3. Crop growth, water use and nutrient balance , 1990 .

[4]  R. C. Muchow,et al.  Assessing climatic risk to sorghum production in water-limited subtropical environments II. Effects of planting date, soil water at planting, and cultivar phenology , 1994 .

[5]  Holger Meinke,et al.  A sunflower simulation model: I. Model development , 1993 .

[6]  Graeme L. Hammer,et al.  Modelling genotypic and environmental control of leaf area dynamics in grain sorghum. I. Whole plant level , 1993 .

[7]  H. L. Penman Natural evaporation from open water, bare soil and grass , 1948, Proceedings of the Royal Society of London. Series A. Mathematical and Physical Sciences.

[8]  D. Freebairn,et al.  Evaluations of the CREAMS model. III. Simulation of the hydrology of vertisols , 1992 .

[9]  Joe T. Ritchie,et al.  Model for predicting evaporation from a row crop with incomplete cover , 1972 .

[10]  R. C. Muchow,et al.  Effect of nitrogen supply on the comparative productivity of maize and sorghum in a semi-arid tropical environment II. Radiation interception and biomass accumulation , 1988 .

[11]  An analysis of the environmental limitation to yield of irrigated grain sorghum during the dry season in tropical Australia using a radiation, interception model , 1986 .

[12]  A. Huda Simulating yields of sorghum and pearl millet in the semi-arid tropics , 1987 .

[13]  Graeme L. Hammer,et al.  Modelling genotypic and environmental control of leaf area dynamics in grain sorghum. III. Senescence and prediction of green leaf area , 1993 .

[14]  W. L. Powers,et al.  Estimating Soil Factors for Nine Kansas Soils Used in an Evapotranspiration Model , 1978 .

[15]  R. Muchow,et al.  Photosynthetic and storage limitations to yield in Sorghum bicolor (L. Moench) , 1976 .

[16]  T. Sinclair Water and nitrogen limitations in soybean grain production I. Model development , 1986 .

[17]  I. W. Paulson Embryogeny and Caryopsis Development of Sorghum bicolor (L.) Moench 1 , 1969 .

[18]  J. Monteith How do crops manipulate water supply and demand? , 1986, Philosophical Transactions of the Royal Society of London. Series A, Mathematical and Physical Sciences.

[19]  R. C. Muchow Effect of nitrogen on partitioning and yield in grain sorghum under differing environmental conditions in the semi-arid tropics , 1990 .

[20]  J. Monteith Does transpiration limit the growth of vegetation or vice versa , 1988 .

[21]  R. C. Muchow Comparative productivity of maize, sorghum and pearl millet in a semi-arid tropical environment II. Effect of water deficits , 1989 .

[22]  M. Ludlow,et al.  Influence of soil water supply on the plant water balance of four tropical grain legumes , 1986 .

[23]  John Angus,et al.  Phasic development in field crops I. Thermal response in the seedling phase , 1980 .

[24]  R. C. Muchow,et al.  Temperature and solar radiation effects on potential maize yield across locations. , 1990 .

[25]  G. Hammer,et al.  Genotype-by-Environment Interaction in Grain Sorghum. II. Effects of Temperature and Photoperiod on Ontogeny , 1989 .

[26]  Graeme L. Hammer,et al.  Water extraction by grain sorghum in a sub-humid environment. I. Analysis of the water extraction pattern , 1993 .

[27]  Graeme L. Hammer,et al.  Effects of climatic variability and possible climatic change on reliability of wheat cropping. A modelling approach , 1987 .

[28]  G. F. Arkin,et al.  A Dynamic Grain Sorghum Growth Model , 1976 .

[29]  G. F. Arkin,et al.  SORKAM: a grain sorghum crop growth model , 1989 .

[30]  Marshall,et al.  Low temperature induced male sterility in Sorghum bicolor , 1971 .

[31]  T. Carter,et al.  The effects of climatic variations on agriculture in dry tropical regions of India. , 1988 .

[32]  R. C. Muchow,et al.  Development and evaluation of a sorghum model based on CERES-Maize in a semi-arid tropical environment , 1990 .

[33]  J. Hesketh,et al.  Influence of Temperature and Photoperiod on Floral Initiation and Leaf Number in Sorghum 1 , 1973 .

[34]  Graeme L. Hammer,et al.  Improving Genotypic Adaptation in Crops – a Role for Breeders, Physiologists and Modellers , 1991, Experimental Agriculture.

[35]  J M Peacock,et al.  Response and Tolerance of Sorghum to Temperature Stress , 1982 .

[36]  R. C. Muchow Effect of high temperature on the rate and duration of grain growth in field-grown Sorghum bicolor (L.) Moench. , 1990 .

[37]  A. Webb,et al.  Tillage and crop residue management affect vertisol properties and grain sorghum growth over seven years in the semi-arid sub-tropics. 1. Crop residue and soil water during fallow periods , 1990 .