Advances in the Subseasonal Prediction of Extreme Events: Relevant Case Studies across the Globe

Article


Domeisen, Daniela I. V., White, Christopher J., Afargan-Gerstman, Hilla, Munoz, Angel G., Janiga, Matthew A., Vitart, Frederic, Wulff, C. Ole, Antoine, Salome, Ardilouze, Constantin, Batte, Lauriane, Bloomfield, Hannah C., Brayshaw, David J., Camargo, Suzana J., Charlton-Perez, Andrew, Collins, Dan, Cowan, Tim, del Mar Chaves, Maria, Ferranti, Laura, Gomez, Rosario, ..., Tian, Di. 2022. "Advances in the Subseasonal Prediction of Extreme Events: Relevant Case Studies across the Globe." Bulletin of the American Meteorological Society. 103 (6), pp. E1473-E1501. https://doi.org/10.1175/BAMS-D-20-0221.1
Article Title

Advances in the Subseasonal Prediction of Extreme Events: Relevant Case Studies across the Globe

ERA Journal ID1961
Article CategoryArticle
AuthorsDomeisen, Daniela I. V. (Author), White, Christopher J. (Author), Afargan-Gerstman, Hilla (Author), Munoz, Angel G. (Author), Janiga, Matthew A. (Author), Vitart, Frederic (Author), Wulff, C. Ole (Author), Antoine, Salome (Author), Ardilouze, Constantin (Author), Batte, Lauriane (Author), Bloomfield, Hannah C. (Author), Brayshaw, David J. (Author), Camargo, Suzana J. (Author), Charlton-Perez, Andrew (Author), Collins, Dan (Author), Cowan, Tim (Author), del Mar Chaves, Maria (Author), Ferranti, Laura (Author), Gomez, Rosario (Author), Gonzalez, Paula L. M. (Author), Gonzalez Romero, Carmen (Author), Infanti, Johnna M. (Author), Karozis, Stelios (Author), Kim, Hera (Author), Kolstad, Erik W. (Author), LaJoie, Emerson (Author), Lledo, Llorenc (Author), Magnusson, Linus (Author), Malguzzi, Piero (Author), Manrique-Sunen, Andrea (Author), Mastrangelo, Daniele (Author), Materia, Stefano (Author), Medina, Hanoi (Author), Palma, Lluis (Author), Pineda, Luis E. (Author), Sfetsos, Athanasios (Author), Son, Seok-Woo (Author), Soret, Albert (Author), Strazzo, Sarah (Author) and Tian, Di (Author)
Journal TitleBulletin of the American Meteorological Society
Journal Citation103 (6), pp. E1473-E1501
Number of Pages29
Year2022
PublisherAmerican Meteorological Society
Place of PublicationUnited States
ISSN0003-0007
1520-0477
Digital Object Identifier (DOI)https://doi.org/10.1175/BAMS-D-20-0221.1
Web Address (URL)https://journals.ametsoc.org/view/journals/bams/103/6/BAMS-D-20-0221.1.xml
Abstract

Extreme weather events have devastating impacts on human health, economic activities, ecosystems, and infrastructure. It is therefore crucial to anticipate extremes and their impacts to allow for preparedness and emergency measures. There is indeed potential for proba-bilistic subseasonal prediction on time scales of several weeks for many extreme events. Here we provide an overview of subseasonal predictability for case studies of some of the most prominent extreme events across the globe using the ECMWF S2S prediction system: heatwaves, cold spells, heavy precipitation events, and tropical and extratropical cyclones. The considered heatwaves exhibit predictability on time scales of 3–4 weeks, while this time scale is 2–3 weeks for cold spells. Precipitation extremes are the least predictable among the considered case studies. Tropical cyclones, on the other hand, can exhibit probabilistic predictability on time scales of up to 3 weeks, which in the presented cases was aided by remote precursors such as the Madden–Julian oscillation. For extratropical cyclones, lead times are found to be shorter. These case studies clearly illustrate the potential for event-dependent advance warnings for a wide range of extreme events. The subseasonal predictability of extreme events demonstrated here allows for an extension of warning horizons, provides advance information to impact modelers, and informs communities and stakeholders affected by the impacts of extreme weather events.

KeywordsMadden-Julian oscillation; Severe storms; Ensembles; Forecast verification/skill; Probability; Forecasts/models/distribution; Flood event
ANZSRC Field of Research 2020370101. Adverse weather events
370201. Climate change processes
370903. Natural hazards
370105. Atmospheric dynamics
370108. Meteorology
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Byline AffiliationsUniversity of Lausanne, Switzerland
University of Strathclyde, United Kingdom
Swiss Federal Institute of Technology Lausanne, Switzerland
Columbia University, United States
Naval Research Laboratory, United States
European Centre for Medium-Range Weather Forecasts, United Kingdom
University of Toulouse, France
University of Reading, United Kingdom
National Oceanic and Atmospheric Administration, United States
University of Southern Queensland
Euro-Mediterranean Center on Climate Change, Italy
International Regional Organization for Plant and Animal Health, El Salvador
National Centre for Scientific Research, Greece
Seoul National University, Korea
Bjerknes Centre for Climate Research, Norway
Barcelona Supercomputing Centre, Spain
Institute of Atmospheric Sciences and Climate, Italy
Auburn University, United States
Yachay Tech University, Ecuador
Embry-Riddle Aeronautical University, United States
Institution of OriginUniversity of Southern Queensland
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Cowan, Tim, Cai, Wenju, Purich, Ariaan, Rotstayn, Leon and England, Matthew H.. 2013. "Forcing of anthropogenic aerosols on temperature trends of the sub-thermocline southern Indian Ocean." Scientific Reports. 3. https://doi.org/10.1038/srep02245
The response of the large-scale ocean circulation to 20th century Asian and non-Asian aerosols
Cowan, T. and Cai, W.. 2013. "The response of the large-scale ocean circulation to 20th century Asian and non-Asian aerosols." Geophysical Research Letters. 40 (11), pp. 2761-2767. https://doi.org/10.1002/grl.50587
Projected response of the Indian Ocean Dipole to greenhouse warming
Cai, Wenju, Zheng, Xiao-Tong, Weller, Evan, Collins, Mat, Cowan, Tim, Lengaigne, Matthieu, Yu, Weidong and Yamagata, Toshio. 2013. "Projected response of the Indian Ocean Dipole to greenhouse warming." Nature Geoscience. 6 (12), pp. 999-1007. https://doi.org/10.1038/ngeo2009
Southeast Australia autumn rainfall reduction: A climate-change-induced poleward shift of ocean-atmosphere circulation
Cai, Wenju and Cowan, Tim. 2013. "Southeast Australia autumn rainfall reduction: A climate-change-induced poleward shift of ocean-atmosphere circulation." Journal of Climate. 26 (1), pp. 189-205. https://doi.org/10.1175/JCLI-D-12-00035.1
Why is the amplitude of the Indian ocean dipole overly large in CMIP3 and CMIP5 climate models?
Cai, Wenju and Cowan, Tim. 2013. "Why is the amplitude of the Indian ocean dipole overly large in CMIP3 and CMIP5 climate models?" Geophysical Research Letters. 40 (6), pp. 1200-1205. https://doi.org/10.1002/grl.50208
Simulation of the Indian Ocean Dipole: a relevant criterion for selecting models for climate projections
Cai, W., Sullivan, A., Cowan, T., Ribbe, J. and Shi, G.. 2011. "Simulation of the Indian Ocean Dipole: a relevant criterion for selecting models for climate projections." Geophysical Research Letters. 38 (3), pp. 1-5. https://doi.org/10.1029/2010GL046242
Are anthropogenic aerosols responsible for the northwest Australia summer rainfall increase? A CMIP3 perspective and implications
Cai, Wenju, Cowan, Tim, Sullivan, Arnold, Ribbe, Joachim and Shi, Ge. 2011. "Are anthropogenic aerosols responsible for the northwest Australia summer rainfall increase? A CMIP3 perspective and implications." Journal of Climate. 24 (10), pp. 2556-2564. https://doi.org/10.1175/2010JCLI3832.1
An Asymmetry in the IOD and ENSO teleconnection pathway and its impact on australian climate
Cai, Wenju, van Rensch, Peter, Cowan, Tim and Hendon, Harry H.. 2012. "An Asymmetry in the IOD and ENSO teleconnection pathway and its impact on australian climate." Journal of Climate. 25 (18), pp. 6318-6329. https://doi.org/10.1175/JCLI-D-11-00501.1
Rainfall reductions over Southern Hemisphere semi-arid regions: The role of subtropical dry zone expansion
Cai, Wenju, Cowan, Tim and Thatcher, Marcus. 2012. "Rainfall reductions over Southern Hemisphere semi-arid regions: The role of subtropical dry zone expansion." Scientific Reports. 2. https://doi.org/10.1038/srep00702
Variability and trend of the north west Australia rainfall: observations and coupled climate modeling
Shi, Ge, Cai, Wenju, Cowan, Tim, Ribbe, Joachim, Rotstayn, Leon and Dix, Martin. 2008. "Variability and trend of the north west Australia rainfall: observations and coupled climate modeling." Journal of Climate. 21 (12), pp. 2938-2959. https://doi.org/10.1175/2007JCLI1908.1
An interpretation of Australian rainfall projections
Shi, G., Ribbe, J., Cai, W. and Cowan, T.. 2008. "An interpretation of Australian rainfall projections." Geophysical Research Letters. 35 (2), p. L2072. https://doi.org/10.1029/2007GL032436
Anthropogenic aerosol forcing and the structure of temperature trends in the southern Indian Ocean
Cai, Wenju, Cowan, Tim, Dix, Martin, Rotstayn, Leon, Ribbe, Joachim, Shi, Ge and Wijffels, Susan. 2007. "Anthropogenic aerosol forcing and the structure of temperature trends in the southern Indian Ocean." Geophysical Research Letters. 34 (14), p. L14611. https://doi.org/10.1029/2007GL030380
Multidecadal variability in the transmission of ENSO signals to the Indian Ocean
Shi, G., Ribbe, J., Cai, W. and Cowan, T.. 2007. "Multidecadal variability in the transmission of ENSO signals to the Indian Ocean." Geophysical Research Letters. 34 (9), p. L09706. https://doi.org/10.1029/2007GL029528
The response of the southern annular mode, the east Australian current, and the southern mid-latitude ocean circulation to global warming
Cai, W., Shi, G., Cowan, T., Bi, D. and Ribbe, J.. 2005. "The response of the southern annular mode, the east Australian current, and the southern mid-latitude ocean circulation to global warming." Geophysical Research Letters. 32 (23), pp. 1-4. https://doi.org/10.1029/2005GL024701
The impact of Asian and non-Asian anthropogenic aerosols on 20th century Asian summer monsoon
Cowan, T. and Cai, W.. 2011. "The impact of Asian and non-Asian anthropogenic aerosols on 20th century Asian summer monsoon." Geophysical Research Letters. 38 (11). https://doi.org/10.1029/2011GL047268
Teleconnection pathways of ENSO and the IOD and the mechanisms for impacts on Australian rainfall
Cai, Wenju, van Rensch, Peter, Cowan, Tim and Hendon, Harry H.. 2011. "Teleconnection pathways of ENSO and the IOD and the mechanisms for impacts on Australian rainfall." Journal of Climate. 24 (15), pp. 3910-3923. https://doi.org/10.1175/2011JCLI4129.1
Influence of global-scale variability on the subtropical ridge over Southeast Australia
Cai, Wenju, van Rensch, Peter and Cowan, Tim. 2011. "Influence of global-scale variability on the subtropical ridge over Southeast Australia." Journal of Climate. 24 (23), pp. 6035-6053. https://doi.org/10.1175/2011JCLI4149.1
Does the Southern Annular Mode contribute to the persistence of the multidecade-long drought over southwest Western Australia?
Cai, W., van Rensch, P., Borlace, S. and Cowan, T.. 2011. "Does the Southern Annular Mode contribute to the persistence of the multidecade-long drought over southwest Western Australia?" Geophysical Research Letters. 38 (14). https://doi.org/10.1029/2011GL047943
Interactions of ENSO, the IOD, and the SAM in CMIP3 models
Cai, Wenju, Sullivan, Arnold and Cowan, T.. 2011. "Interactions of ENSO, the IOD, and the SAM in CMIP3 models." Journal of Climate. 24 (6), pp. 1688-1704. https://doi.org/10.1175/2010JCLI3744.1
Do IPCC AR4 models produce the rainfall increase over Northwest Australia?
Shi, Ge, Ribbe, Joachim, Cowan, Tim, Sullivan, Arnold and Cai, Wenju. 2010. "Do IPCC AR4 models produce the rainfall increase over Northwest Australia?" Burns, Barbara A., Davis, Clem, Kiss, Andrew E. and Taylor, John R. (ed.) 17th National Conference of the Australian Meteorological and Oceanographic Society: Atmosphere, Oceans, Environment and Society. Canberra, Australia 27 - 29 Jan 2010 Geelong, Victoria, Australia.
How human-induced aerosols influence the ocean–atmosphere circulation: a review
Cowan, Tim and Cai, Wenju. 2010. "How human-induced aerosols influence the ocean–atmosphere circulation: a review." Jubb, Imogen, Holper, Paul and Cai, Wenju (ed.) Managing Climate Change. Australia. CSIRO Publishing. pp. 65-72
Impacts of precipitation and temperature changes on annual streamflow in the Murray-Darling Basin
Yu, Jingjie, Fu, Guobin, Cai, Wenju and Cowan, Tim. 2010. "Impacts of precipitation and temperature changes on annual streamflow in the Murray-Darling Basin." Water International. 35 (3), pp. 313-323. https://doi.org/10.1080/02508060.2010.484907
Asymmetry in ENSO teleconnection with regional rainfall, its multidecadal variability, and impact
Cai, Wenju, van Rensch, Peter, Cowan, Tim and Sullivan, Arnold. 2010. "Asymmetry in ENSO teleconnection with regional rainfall, its multidecadal variability, and impact." Journal of Climate. 23 (18), pp. 4944-4955. https://doi.org/10.1175/2010JCLI3501.1
Simulations of processes associated with the fast warming rate of the southern midlatitude ocean
Cai, Wenju, Cowan, Tim, Godfrey, Stuart and Wijffels, Susan. 2010. "Simulations of processes associated with the fast warming rate of the southern midlatitude ocean." Journal of Climate. 23 (1), pp. 197-206. https://doi.org/10.1175/2009JCLI3081.1
Comment on "On the recent warming in the Murray-Darling Basin: Land surface interactions misunderstood" by Lockart et al
Cai, Wenju, Cowan, Tim, Braganza, Karl, Jones, David and Risbey, James. 2010. "Comment on "On the recent warming in the Murray-Darling Basin: Land surface interactions misunderstood" by Lockart et al." Geophysical Research Letters. 37 (10). https://doi.org/10.1029/2009GL042254
On potential causes for an under-estimated global ocean heat content trend in CMIP3 models
Cai, W., Cowan, T., Arblaster, J. M. and Wijffels, S.. 2010. "On potential causes for an under-estimated global ocean heat content trend in CMIP3 models." Geophysical Research Letters. 37 (17). https://doi.org/10.1029/2010GL044399
A New Index for Tropical Cyclone Development from Sea Surface Temperature and Evaporation Fields
Bye, John A.T., Cai, Wenju and Cowan, Tim. 2010. "A New Index for Tropical Cyclone Development from Sea Surface Temperature and Evaporation Fields ." Hurricanes and Climate Change. United States. Springer. pp. 101-120
How well do IPCC-AR4 models simulate Australian rainfall teleconnections during two-consecutive positive Indian Ocean dipole events?
Sullivan, Arnold, Cai, W. and Cowan, T. D.. 2009. "How well do IPCC-AR4 models simulate Australian rainfall teleconnections during two-consecutive positive Indian Ocean dipole events?" 18th World IMACS Congress and MODSIM09 International Congress on Modelling and Simulation. Cairns, Australia 13 - 17 Jul 2009 Australia. Modelling and Simulation Society of Australia and New Zealand .
Are declining river inflows linked to rising temperatures? A perspective from the Murray-Darling Basin
Cowan, T. D. and Cai, Wenju. 2009. "Are declining river inflows linked to rising temperatures? A perspective from the Murray-Darling Basin." 18th World IMACS Congress and MODSIM09 International Congress on Modelling and Simulation. Cairns, Australia 13 - 17 Jul 2009 Australia. Modelling and Simulation Society of Australia and New Zealand .
Methods of assessing the performance of IPCC-AR4 models in simulating Australian rainfall teleconnections with Indo-Pacific climate drivers
Cai, W., Sullivan, A. and Cowan, T.. 2009. "Methods of assessing the performance of IPCC-AR4 models in simulating Australian rainfall teleconnections with Indo-Pacific climate drivers." 18th World IMACS Congress and MODSIM09 International Congress on Modelling and Simulation. Cairns, Australia 13 - 17 Jul 2009 Australia. Modelling and Simulation Society of Australia and New Zealand .
How rare are the 2006-2008 positive Indian Ocean Dipole events? An IPCC AR4 climate model perspective
Cai, W., Sullivan, A. and Cowan, T.. 2009. "How rare are the 2006-2008 positive Indian Ocean Dipole events? An IPCC AR4 climate model perspective." Geophysical Research Letters. 36 (8). https://doi.org/10.1029/2009GL037982
Rainfall teleconnections with indo-pacific variability in the WCRP CMIP3 models
Cai, Wenju, Sullivan, Arnold and Cowan, Tim. 2009. "Rainfall teleconnections with indo-pacific variability in the WCRP CMIP3 models." Journal of Climate. 22 (19), pp. 5046-5071. https://doi.org/10.1175/2009JCLI2694.1
Climate change contributes to more frequent consecutive positive Indian Ocean Dipole events
Cai, W., Sullivan, A. and Cowan, T.. 2009. "Climate change contributes to more frequent consecutive positive Indian Ocean Dipole events." Geophysical Research Letters. 36 (23). https://doi.org/10.1029/2009GL040163
Argo profiles a rare occurrence of three consecutive positive Indian Ocean Dipole events, 2006-2008
Cai, W., Pan, A., Roemmich, D., Cowan, T. and Guo, X.. 2009. "Argo profiles a rare occurrence of three consecutive positive Indian Ocean Dipole events, 2006-2008." Geophysical Research Letters. 36 (8). https://doi.org/10.1029/2008GL037038
Recent unprecedented skewness towards positive Indian Ocean Dipole occurrences and its impact on Australian rainfall
Cai, W., Cowan, T. and Sullivan, A.. 2009. "Recent unprecedented skewness towards positive Indian Ocean Dipole occurrences and its impact on Australian rainfall." Geophysical Research Letters. 36 (11). https://doi.org/10.1029/2009GL037604
Positive Indian Ocean Dipole events precondition southeast Australia bushfires
Cai, W., Cowan, T. and Raupach, M.. 2009. "Positive Indian Ocean Dipole events precondition southeast Australia bushfires." Geophysical Research Letters. 36 (19). https://doi.org/10.1029/2009GL039902
Rising temperature depletes soil moisture and exacerbates severe drought conditions across southeast Australia
Cai, Wenju, Cowan, Tim, Briggs, Peter and Raupach, Michael. 2009. "Rising temperature depletes soil moisture and exacerbates severe drought conditions across southeast Australia." Geophysical Research Letters. 36 (21). https://doi.org/10.1029/2009GL040334
La Niña Modoki impacts Australia autumn rainfall variability
Cai, W. and Cowan, T.. 2009. "La Niña Modoki impacts Australia autumn rainfall variability." Geophysical Research Letters. 36 (12). https://doi.org/10.1029/2009GL037885
Shoaling of the off-equatorial south Indian Ocean thermocline: Is it driven by anthropogenic forcing?
Cai, Wenju, Sullivan, Arnold and Cowan, Tim. 2008. "Shoaling of the off-equatorial south Indian Ocean thermocline: Is it driven by anthropogenic forcing?" Geophysical Research Letters. 35 (12). https://doi.org/10.1029/2008GL034174
Evidence of impacts from rising temperature on inflows to the Murray-Darling Basin
Cai, Wenju and Cowan, Tim. 2008. "Evidence of impacts from rising temperature on inflows to the Murray-Darling Basin." Geophysical Research Letters. 35 (7). https://doi.org/10.1029/2008GL033390
Dynamics of late autumn rainfall reduction over southeastern Australia
Cai, Wenju and Cowan, Tim. 2008. "Dynamics of late autumn rainfall reduction over southeastern Australia." Geophysical Research Letters. 35 (9). https://doi.org/10.1029/2008GL033727
The south-east Australia drought: Possible causes
Cai, W. and Cowan, T.. 2008. "The south-east Australia drought: Possible causes." Water: Official journal of the Australian Water and Wastewater Association. 35 (5), pp. 95-97.
A dataset of the wind-driven global ocean circulation for climate research
Shi, Sue, Ribbe, Joachim, Cowan, Tim and Cai, Wenju. 2007. "A dataset of the wind-driven global ocean circulation for climate research." 14th National Conference of the Australian Meteorological and Oceanographic Society. Adelaide, Australia 05 - 08 Feb 2007 Adelaide, Australia.
A dataset of the wind-driven global ocean circulation for climate research
Shi, Sue, Ribbe, Joachim, Cowan, Tim and Cai, Wenju. 2007. A dataset of the wind-driven global ocean circulation for climate research. Toowoomba, Australia. Joachim Ribbe.
Trends in Southern Hemisphere circulation in IPCC AR4 models over 1950-99: Ozone depletion versus greenhouse forcing
Cai, Wenju and Cowan, Tim. 2007. "Trends in Southern Hemisphere circulation in IPCC AR4 models over 1950-99: Ozone depletion versus greenhouse forcing." Journal of Climate. 20 (4), pp. 681-693. https://doi.org/10.1175/JCLI4028.1
Impacts of increasing anthropogenic aerosols on the atmospheric circulation trends of the Southern Hemisphere: An air-sea positive feedback
Cai, Wenju and Cowan, Tim. 2007. "Impacts of increasing anthropogenic aerosols on the atmospheric circulation trends of the Southern Hemisphere: An air-sea positive feedback." Geophysical Research Letters. 34 (23). https://doi.org/10.1029/2007GL031706
SAM and regional rainfall in IPCC AR4 models: Can anthropogenic forcing account for southwest Western Australian winter rainfall reduction?
Cai, Wenju and Cowan, Tim. 2006. "SAM and regional rainfall in IPCC AR4 models: Can anthropogenic forcing account for southwest Western Australian winter rainfall reduction?" Geophysical Research Letters. 33 (24). https://doi.org/10.1029/2006GL028037
Pan-oceanic response to increasing anthropogenic aerosols: Impacts on the Southern Hemisphere oceanic circulation
Cai, W., Bi, D., Church, J., Cowan, T., Dix, M. and Rotstayn, L.. 2006. "Pan-oceanic response to increasing anthropogenic aerosols: Impacts on the Southern Hemisphere oceanic circulation." Geophysical Research Letters. 33 (21). https://doi.org/10.1029/2006GL027513
Large-scale vertical momentum, kinetic energy and moisture fluxes in the antarctic sea-ice region
Simmonds, Ian, Rafter, Anthony, Cowan, Timothy, Watkins, Andrew B. and Keay, Kevin. 2005. "Large-scale vertical momentum, kinetic energy and moisture fluxes in the antarctic sea-ice region." Boundary-Layer Meteorology: an international journal of physical and biological processes in the atmospheric boundary layer. 117 (1), pp. 149-177. https://doi.org/10.1007/s10546-004-5939-6
Sonoluminescence quenching by organic acids in aqueous solution: pH and frequency effects
Price, Gareth J. P, Ashokkumar, Muthupandian, Cowan, Timothy D. and Grieser, Franz. 2002. "Sonoluminescence quenching by organic acids in aqueous solution: pH and frequency effects." Chemical Communications. 16 (16), p. 1740–1741. https://doi.org/10.1039/B201795D