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Bias Correction Can Modify Climate Model Simulated Precipitation Changes Without Adverse Effect On The Ensemble Mean, Edwin P. Maurer, David W. Pierce
Bias Correction Can Modify Climate Model Simulated Precipitation Changes Without Adverse Effect On The Ensemble Mean, Edwin P. Maurer, David W. Pierce
Civil, Environmental and Sustainable Engineering
When applied to remove climate model biases in precipitation, quantile mapping can in some settings modify the simulated difference in mean precipitation between two eras. This has important implications when the precipitation is used to drive an impacts model that is sensitive to changes in precipitation. The tendency of quantile mapping to alter model-predicted changes is demonstrated using synthetic precipitation distributions and elucidated with a simple theoretical analysis, which shows that the alteration of model-predicted changes can be controlled by the ratio of model to observed variance. To further evaluate the effects of quantile mapping in a more realistic setting, …