A simple regional-scale model for forecasting sorghum yield across North-Eastern Australia

被引:52
|
作者
Potgieter, AB
Hammer, GL
Doherty, A
de Voil, P
机构
[1] APSRU, Dept Primary Ind & Fisheries, Toowoomba, Qld 4350, Australia
[2] Univ Queensland, Sch Land & Food Sci, St Lucia, Qld 4072, Australia
关键词
agro-climatic model; stress index; crop forecasting system; technology trend;
D O I
10.1016/j.agrformet.2005.07.009
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Sorghum is the main dryland summer crop in NE Australia and a number of agricultural businesses would benefit from an ability to forecast production likelihood at regional scale. In this study we sought to develop a simple agro-climatic modelling approach for predicting shire (statistical local area) sorghum yield. Actual shire yield data, available for the period 1983-1997 from the Australian Bureau of Statistics, were used to train the model. Shire yield was related to a water stress index (SI) that was derived from the agro-climatic model. The model involved a simple fallow and crop water balance that was driven by climate data available at recording stations within each shire. Parameters defining the soil water holding capacity, maximum number of sowings (MXNS) in any year, planting rainfall requirement, and critical period for stress during the crop cycle were optimised as part of the model fitting procedure. Cross-validated correlations (CVR) ranged from 0.5 to 0.9 at shire scale. When aggregated to regional and national scales, 78-84% of the annual variation in sorghum yield was explained. The model was used to examine trends in sorghum productivity and the approach to using it in an operational forecasting system was outlined. (c) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码:143 / 153
页数:11
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