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"The atmosphere remains a complex, chaotic system where a small error in initial conditions can grow into a big error in the forecast," he said.
The post-processing results in ensemble forecasts which have improved reliability, and which are better predictors of the expected error in the forecast.
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In other words, the margin of error in the forecasts could be up to a billion people, which would change matters considerably.
The errors in the forecast period except for the 72‑hour period were worse than the long-term average.
In recent years, the most sophisticated global-warming skeptics have seized on errors in the forecasts of the United Nations International Panell on Climate Change (I.P.C.C). in order to undermine efforts at greenhouse gas reduction.
The proposed scheme is simple, effective, realistic, and accounts for errors in the forecasts.
The errors in the forecasting stage for U and FC increased with respect to the test stage.
Similar to that of outliers in stationary time series, these non-stationary events will lead to increased level of errors in the forecasting process.
The fundamental concept is that if the errors in the forecasts produced by different methods are unbiased and have a low degree of correlation with each other, the random errors from the individual forecasts will tend to offset each other, with the result that a composite of the forecasts will have lower errors than any individual forecast.
It is critical that such predictions are robust and based on the best available statistical modeling approaches to minimize possible errors in the forecasts.
MEX and ENS had larger bias in temperature for a 1-day-ahead forecast than 2- and 3-day-ahead forecasts, possibly because large initialization errors in the forecasting systems were not much reduced at the 1-day time span.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com