GSTDTAP  > 地球科学
DOI10.1016/j.atmosres.2019.104697
Accuracy of six years of operational statistical seasonal forecasts of rainfall in Western Australia (2013 to 2018)
Evans, Fiona H.1,2,3; Guthrie, Meredith M.1; Foster, Ian1
2020-03-01
发表期刊ATMOSPHERIC RESEARCH
ISSN0169-8095
EISSN1873-2895
出版年2020
卷号233
文章类型Article
语种英语
国家Australia
英文摘要

Because seasonal rainfall is the largest driver of grain production in Australia, forecasts of can increase the profitability of grain farms when used to inform on-farm decision making. Seasonal forecasting in the grainbelt of Western Australia (WA) is difficult because climate drivers that affect the Australian continent have little influence on the south-west corner. The Statistical Seasonal Forecast system was developed to provide skilful forecasts to assist on-farm decision making in the south-west of WA. It has now been operational from 2013 to 2018. This article describes the models and methods used to create forecasts, the results of forecast validation, and verification of the accuracy of six years of operational seasonal forecasts.


Forecast validation was performed using leave-one-out cross-validation. It showed positive skill, lower for late spring and summer forecasts that rises in autumn and is highest for forecasting winter rainfall. Skill for forecasting growing season (May to October) is good for lead times of up to three months. Verified skill of the operational forecasts is lower than estimated using cross-validation. The operational system performed reasonably well at forecasting 3-month periods, and for most years it showed better skill than climatology. Verified skill for growing season forecasts is higher than that of forecasting any 3-month period, with higher skill in the south.


With only a small sample of six years of forecasts, longer-term accuracy may be better or worse. To test whether declining accuracy is a risk, use of a less generous measure of forecast validation is recommended.


英文关键词South-West Western Australia Seasonal rainfall Statistical seasonal forecast Forecast validation Forecast verification Forecast accuracy Partial least squares regression
领域地球科学
收录类别SCI-E
WOS记录号WOS:000513180200004
WOS关键词CLIMATE ; WHEAT ; YIELD ; REGRESSION ; SYSTEMS ; MODEL ; DECOMPOSITION ; VARIABILITY ; PREDICTION ; MANAGEMENT
WOS类目Meteorology & Atmospheric Sciences
WOS研究方向Meteorology & Atmospheric Sciences
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文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/278798
专题地球科学
作者单位1.Dept Primary Ind & Reg Dev, 3 Baron Hay Court, S Perth, WA 6151, Australia;
2.Murdoch Univ, 90 South St, Murdoch, WA 6150, Australia;
3.Curtin Univ, Ctr Digital Agr, Kent St, Bentley, WA 6102, Australia
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GB/T 7714
Evans, Fiona H.,Guthrie, Meredith M.,Foster, Ian. Accuracy of six years of operational statistical seasonal forecasts of rainfall in Western Australia (2013 to 2018)[J]. ATMOSPHERIC RESEARCH,2020,233.
APA Evans, Fiona H.,Guthrie, Meredith M.,&Foster, Ian.(2020).Accuracy of six years of operational statistical seasonal forecasts of rainfall in Western Australia (2013 to 2018).ATMOSPHERIC RESEARCH,233.
MLA Evans, Fiona H.,et al."Accuracy of six years of operational statistical seasonal forecasts of rainfall in Western Australia (2013 to 2018)".ATMOSPHERIC RESEARCH 233(2020).
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