A spatial temporal downscaling approach to development of IDF relations for Perth airport region in the context of climate change
© 2016 IAHS.Downscaling of climate projections is the most adapted method to assess the impacts of climate change at regional and local scales. This study utilized both spatial and temporal downscaling approaches to develop intensity–duration–frequency (IDF) relations for sub-daily rainfall extremes...
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| Format: | Journal Article |
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Taylor & Francis
2016
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| Online Access: | http://hdl.handle.net/20.500.11937/51000 |
| _version_ | 1848758588616474624 |
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| author | Herath, S. Sarukkalige, Priyantha Ranjan Nguyen, V. |
| author_facet | Herath, S. Sarukkalige, Priyantha Ranjan Nguyen, V. |
| author_sort | Herath, S. |
| building | Curtin Institutional Repository |
| collection | Online Access |
| description | © 2016 IAHS.Downscaling of climate projections is the most adapted method to assess the impacts of climate change at regional and local scales. This study utilized both spatial and temporal downscaling approaches to develop intensity–duration–frequency (IDF) relations for sub-daily rainfall extremes in the Perth airport area. A multiple regression-based statistical downscaling model tool was used for spatial downscaling of daily rainfall using general circulation models (GCMs) (Hadley Centre’s GCM and Canadian Global Climate Model) climate variables. A simple scaling regime was identified for 30 minutes to 24 hours duration of observed annual maximum (AM) rainfall. Then, statistical properties of sub-daily AM rainfall were estimated by scaling an invariant model based on the generalized extreme value distribution. RMSE, Nash-Sutcliffe efficiency coefficient and percentage bias values were estimated to check the accuracy of downscaled sub-daily rainfall. This proved the capability of the proposed approach in developing a linkage between large-scale GCM daily variables and extreme sub-daily rainfall events at a given location. Finally IDF curves were developed for future periods, which show similar extreme rainfall decreasing trends for the 2020s, 2050s and 2080s for both GCMs. Editor M.C. Acreman; Associate editor S. Kanae |
| first_indexed | 2025-11-14T09:46:23Z |
| format | Journal Article |
| id | curtin-20.500.11937-51000 |
| institution | Curtin University Malaysia |
| institution_category | Local University |
| last_indexed | 2025-11-14T09:46:23Z |
| publishDate | 2016 |
| publisher | Taylor & Francis |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | curtin-20.500.11937-510002017-10-02T02:28:10Z A spatial temporal downscaling approach to development of IDF relations for Perth airport region in the context of climate change Herath, S. Sarukkalige, Priyantha Ranjan Nguyen, V. © 2016 IAHS.Downscaling of climate projections is the most adapted method to assess the impacts of climate change at regional and local scales. This study utilized both spatial and temporal downscaling approaches to develop intensity–duration–frequency (IDF) relations for sub-daily rainfall extremes in the Perth airport area. A multiple regression-based statistical downscaling model tool was used for spatial downscaling of daily rainfall using general circulation models (GCMs) (Hadley Centre’s GCM and Canadian Global Climate Model) climate variables. A simple scaling regime was identified for 30 minutes to 24 hours duration of observed annual maximum (AM) rainfall. Then, statistical properties of sub-daily AM rainfall were estimated by scaling an invariant model based on the generalized extreme value distribution. RMSE, Nash-Sutcliffe efficiency coefficient and percentage bias values were estimated to check the accuracy of downscaled sub-daily rainfall. This proved the capability of the proposed approach in developing a linkage between large-scale GCM daily variables and extreme sub-daily rainfall events at a given location. Finally IDF curves were developed for future periods, which show similar extreme rainfall decreasing trends for the 2020s, 2050s and 2080s for both GCMs. Editor M.C. Acreman; Associate editor S. Kanae 2016 Journal Article http://hdl.handle.net/20.500.11937/51000 10.1080/02626667.2015.1083103 Taylor & Francis restricted |
| spellingShingle | Herath, S. Sarukkalige, Priyantha Ranjan Nguyen, V. A spatial temporal downscaling approach to development of IDF relations for Perth airport region in the context of climate change |
| title | A spatial temporal downscaling approach to development of IDF relations for Perth airport region in the context of climate change |
| title_full | A spatial temporal downscaling approach to development of IDF relations for Perth airport region in the context of climate change |
| title_fullStr | A spatial temporal downscaling approach to development of IDF relations for Perth airport region in the context of climate change |
| title_full_unstemmed | A spatial temporal downscaling approach to development of IDF relations for Perth airport region in the context of climate change |
| title_short | A spatial temporal downscaling approach to development of IDF relations for Perth airport region in the context of climate change |
| title_sort | spatial temporal downscaling approach to development of idf relations for perth airport region in the context of climate change |
| url | http://hdl.handle.net/20.500.11937/51000 |