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Evaluation of Dynamically Downscaled CMIP6‐CCAM Models Over Australia

Authors :
Sarah Chapman
Jozef Syktus
Ralph Trancoso
Marcus Thatcher
Nathan Toombs
Kenneth Koon‐Ho Wong
Alicia Takbash
Source :
Earth's Future, Vol 11, Iss 11, Pp n/a-n/a (2023)
Publication Year :
2023
Publisher :
Wiley, 2023.

Abstract

Abstract High‐resolution climate change projections are increasingly necessary to inform climate policy and adaptation planning. Downscaling of global climate models (GCMs) is required to simulate the climate at the spatial scale relevant for local impacts. Here, we dynamically downscaled 15 CMIP6 GCMs to a 10 km resolution over Australia using the Conformal Cubic Atmospheric model (CCAM), creating the largest ensemble of high‐resolution downscaled CMIP6 projections for Australia. We compared the host CMIP6 models and downscaled simulations to the Australian Gridded Climate Data (AGCD) observational data and evaluated performance using the Kling‐Gupta efficiency and Perkins skill score. Downscaling improved performance over host GCMs for seasonal temperature and precipitation (10% and 43% respectively), and for annual cycles of temperature and precipitation (6% and 13% respectively). Downscaling also improved the fraction of dry days, reducing the bias for too many low‐rain days. The largest improvements were found in climate extremes, with enhancements to extreme minimum temperatures in all seasons varying from 142% to 201%, and to extreme precipitation of 52% in Austral winter and 47% in summer. The ensemble average integrated skill score improved by 16%. Temperature and precipitation biases were reduced in mountainous and coastal areas. CCAM downscaling outperformed host CMIP6 GCMs at multiple spatial scales and regions—continental Australia, Australian IPCC regions and Queensland's regions—with integrated added value ranging from 9% to 150% and higher over densely populated regions more exposed to climate impacts. This data set will be a valuable resource for understanding future climate changes in Australia.

Details

Language :
English
ISSN :
23284277
Volume :
11
Issue :
11
Database :
Directory of Open Access Journals
Journal :
Earth's Future
Publication Type :
Academic Journal
Accession number :
edsdoj.343d607065ed477282b17745cc11e119
Document Type :
article
Full Text :
https://doi.org/10.1029/2023EF003548