Metrics to identify meaningful downscaling skill in WRF simulations of intense rainfall events. (May 2016)
- Record Type:
- Journal Article
- Title:
- Metrics to identify meaningful downscaling skill in WRF simulations of intense rainfall events. (May 2016)
- Main Title:
- Metrics to identify meaningful downscaling skill in WRF simulations of intense rainfall events
- Authors:
- Ekström, Marie
- Abstract:
- Abstract: Dynamical downscaling attempts to provide regional detail to climate change projections that subsequently can be used as input to climate change impact models. However, unlike forecasts by numerical weather prediction models, downscaled projections cannot be tested for skill because the future of interest is decades away. Nevertheless, models can be tested in terms of how well they simulate current weather or climate, thus giving an indication of skill in representing the process of interest. Here, six configurations using different combinations of three microphysics and two planetary boundary layer schemes are assessed on their skill to simulate desired characteristics in daily rainfall fields from three two week simulations in southeast Australia; 'desired' meaning desirable in relation to the intended application. Of different metrics and analysis assessed, a metric based on variography analysis, summarising characteristics about spatial variability and dissimilarity, is shown to provide the most informative guidance relative to the desirable characteristics. Highlights: Six configurations of a regional climate model are assessed for water resource impact work. Model ensemble comprises three microphysics and two planetary boundary layer parameter schemes. Meaningful metrics are derived from an understanding of model application needs. Metrics targeting spatial characteristics in daily rainfall fields are applied to determine skill. Variography analysisAbstract: Dynamical downscaling attempts to provide regional detail to climate change projections that subsequently can be used as input to climate change impact models. However, unlike forecasts by numerical weather prediction models, downscaled projections cannot be tested for skill because the future of interest is decades away. Nevertheless, models can be tested in terms of how well they simulate current weather or climate, thus giving an indication of skill in representing the process of interest. Here, six configurations using different combinations of three microphysics and two planetary boundary layer schemes are assessed on their skill to simulate desired characteristics in daily rainfall fields from three two week simulations in southeast Australia; 'desired' meaning desirable in relation to the intended application. Of different metrics and analysis assessed, a metric based on variography analysis, summarising characteristics about spatial variability and dissimilarity, is shown to provide the most informative guidance relative to the desirable characteristics. Highlights: Six configurations of a regional climate model are assessed for water resource impact work. Model ensemble comprises three microphysics and two planetary boundary layer parameter schemes. Meaningful metrics are derived from an understanding of model application needs. Metrics targeting spatial characteristics in daily rainfall fields are applied to determine skill. Variography analysis quantifies desirable characteristics in daily rainfall patterns. … (more)
- Is Part Of:
- Environmental modelling & software. Volume 79(2016:May)
- Journal:
- Environmental modelling & software
- Issue:
- Volume 79(2016:May)
- Issue Display:
- Volume 79 (2016)
- Year:
- 2016
- Volume:
- 79
- Issue Sort Value:
- 2016-0079-0000-0000
- Page Start:
- 267
- Page End:
- 284
- Publication Date:
- 2016-05
- Subjects:
- Rainfall simulations -- Fine resolution -- Climate change -- Weather research and forecasting model -- Microphysics scheme
Environmental monitoring -- Computer programs -- Periodicals
Ecology -- Computer simulation -- Periodicals
Digital computer simulation -- Periodicals
Computer software -- Periodicals
Environmental Monitoring -- Periodicals
Computer Simulation -- Periodicals
Environnement -- Surveillance -- Logiciels -- Périodiques
Écologie -- Simulation, Méthodes de -- Périodiques
Simulation par ordinateur -- Périodiques
Logiciels -- Périodiques
Computer software
Digital computer simulation
Ecology -- Computer simulation
Environmental monitoring -- Computer programs
Periodicals
Electronic journals
363.70015118 - Journal URLs:
- http://www.sciencedirect.com/science/journal/13648152 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.envsoft.2016.01.012 ↗
- Languages:
- English
- ISSNs:
- 1364-8152
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3791.522800
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 2614.xml