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Dynamical Downscaling of Tropical Cyclones for the North West

Dynamical Downscaling of Tropical Cyclones for the North West. Debbie Abbs A. Rafter, K. Nguyen, M. Thatcher Centre for Australian Weather and Climate Research A partnership between CSIRO and the Bureau of Meteorology CSIRO Marine and Atmospheric Research. Outline of talk. Background

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Dynamical Downscaling of Tropical Cyclones for the North West

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  1. Dynamical Downscaling of Tropical Cyclones for the North West Debbie Abbs A. Rafter, K. Nguyen, M. Thatcher Centre for Australian Weather and Climate Research A partnership between CSIRO and the Bureau of Meteorology CSIRO Marine and Atmospheric Research

  2. Outline of talk • Background • ENSO variability in Australian Region (Based on Australian Bureau of Meteorology TC dataset) ENSO years from Kuleshov et al. (2008) • The Conformal Cubic Atmospheric Model (CCAM) • Detection scheme • The model suite • TCs in CCAM forced with Reanalyses • Modelled characteristics of ENSO variability • Modelled trends • TCs in CCAM climate change simulations • Impact on: • Numbers, • Spatial distribution, • Intensity • Longevity, • Genesis and Decay IOCI3 – Perth 29 August, 2008

  3. ENSO Variability & TCs in the Australian Region (1) Average annual distribution of TCs (TC/year) Impact of ENSO on genesis location (El Nino – La Nina) (TC/year) TCs form further south in La Nina years IOCI3 – Perth 29 August, 2008

  4. Kuleshov et al. (2008) note significant correlations between seasonal TC numbers and ENSO indices • ENSO also affects region of occurrence Impact of ENSO on occurrence (El Nino – La Nina) (TCs/year) TCs occur closer to the coast in La Nina years ENSO Variability & TCs in the Australian Region (2) IOCI3 – Perth 29 August, 2008

  5. Introduction • Purpose of the work • Examine potential changes in TC behavior in the Australian region associated with climate change • Model-based approach: • Resolution issues: almost all GCMs unable to produce reliable TCLVs (Tropical Cyclone-Like Vortices) at native resolution (~200 km) • Method: • GCM output downscaled to ~60 km over Australia (to ~100 km in surrounding area) using a stretched-grid global atmospheric model • TCLV detection scheme to find TCs in model output • Examine how well model represents existing TC climate • Analyse impact of climate change • Downscale most intense TCLVs to 15 km resolution in regional model  changes in intensity (& rainfall) IOCI3 – Perth 29 August, 2008

  6. 100 km 100 km 65 km spacing The Conformal Cubic Atmospheric Model (CCAM) Maps the Earth onto a cube. Highest resolution on ‘face’ over Aust – very coarse on opposite side. IOCI3 – Perth 29 August, 2008

  7. Detection of TCLVs in CCAM using modified Walsh detection criteria • a vorticity more negative than -10-5 s-1 (as cyclonic vorticity is negative in the Southern Hemisphere); • a closed pressure minimum, taken to be the centre of the storm, within 250 km from a point satisfying criterion 1; • the total tropospheric temperature anomalies at 750, 500 and 300 hPa must be greater than zero, signifying that the storm has a warm core; • the mean wind speed in the area 500 km × 500 km around the centre of the storm at 850 hPa must be higher than that at 300 hPa; • the temperature anomaly at 300 hPa must be at least 0.6°K; • the maximum 10 m wind speed in the storm at any one time must be at least 11.5 ms-1; • there must be rotation, as defined by the wind direction, around the storm centre; • genesis can only over the ocean and; • SST ≥ 26°C IOCI3 – Perth 29 August, 2008

  8. The Model Suite • An opportunistic approach – runs weren’t for TC research • Model testing & development • Regional climate studies • A suite of 4 simulations (and growing) nested in reanalyses • Does the model adequately represent reality? • NCEP and ERA40, • Different nudging options • Different parameterisations schemes • A single (but growing number of) climate change simulation • Nested in CSIRO Mk3 A2 simulation • Bias-corrected SST • Used to identify climate change impact • Provide initial and boundary conditions for downscaled runs IOCI3 – Perth 29 August, 2008

  9. How well does the model represent reality? Reanalysis-based results IOCI3 – Perth 29 August, 2008

  10. Not enough TCLVs in CCAM ~ 60% of obs Occurrence Spatial characteristics of ENSO on occurrence and genesis captured but too weak – especially for genesis. Genesis ENSO variability and TCs in CCAM (1) IOCI3 – Perth 29 August, 2008

  11. ENSO variability and TCs in CCAM (2) CCAM captures variation in TC longitude crossings between El Nino & La Nina years CCAM does not capture the observed inter-annual variability of TC numbers in the Aust. region IOCI3 – Perth 29 August, 2008

  12. Possible trends in the number of most intense (Cat 4&5) TCs – models as a proxy for reality IOCI3 – Perth 29 August, 2008

  13. What is the impact of climate change? Dynamical downscaling from a GCM IOCI3 – Perth 29 August, 2008

  14. Modelled current climate Observations Cyclone days per year based on an analysis on a 2x2 deg grid Tropical Cyclones in CCAM A similar analysis of TCLVs for the 2030 (2010-2050) and 2070 (2050-2090) climates shows a decrease in the total number of storm occurrences by approximately 13.5% for 2030 and 30.5% in 2070. IOCI3 – Perth 29 August, 2008

  15. Increased TC activity off Qld More TC days due to longer-lived TCs 2030 2070 Where are the decreases? Decreased TC activity off WA IOCI3 – Perth 29 August, 2008

  16. Duration and Extent Duration Genesis Decay Aust Indian Pacific IOCI3 – Perth 29 August, 2008

  17. Summary • ENSO has significant impact on Australian region TCs • CCAM captures spatial variability but not occurrence • Model outputs suggest possible increase in number of intense TCs since 1970s • Decrease in the number of TC days in the Australian region • Decrease in Indian region – 44% decrease in TC numbers • Increase in parts of Pacific region – 9% decrease in TC numbers • More intense TCs in future • Lower central pressures • Stronger winds – mainly in the Pacific • Changes in TCs duration • Decrease in number of long-lived TCs in Indian • Increase in number of long-lived TCs in Pacific • Increase in poleward occurrence • Poleward shift in latitude of average genesis region • Pacific storms tending to decay further south – average of 3 deg. Latitude. • No change in decay region of Indian storms IOCI3 – Perth 29 August, 2008

  18. CCAM TCLV detection results:TC numbers and trends • Fewer storms, less variability • Decrease in annual average TC numbers • Also a decrease in the inter-annual variability as measured by the standard deviation IOCI3 – Perth 29 August, 2008

  19. CCAM TCLV detection results:TC numbers and trends • Fewer storms, less variability • Decrease in annual average TC numbers • Also a decrease in the inter-annual variability as measured by the standard deviation BUT… IOCI3 – Perth 29 August, 2008

  20. CCAM TCLV detection results:Severe TC numbers and trends • More severe TCs! • Increase in annual average intense TC numbers • Also an increase in the inter-annual variability of intense TCs IOCI3 – Perth 29 August, 2008

  21. CCAM TCLV detection results:Regional changes - landfall • Fewer landfalls in WA; slightly more in QLD • Average annual latitude crossings – proxy for landfall • Fewer crossings seen in NW WA region • Slightly more crossings off QLD IOCI3 – Perth 29 August, 2008

  22. CCAM TCLV detection results:Regional changes – TC threat • TCs within 300 km of location (40 year time slices) • Large decrease in activity near Port Headland • Fewer storms but longer lasting around Cairns IOCI3 – Perth 29 August, 2008

  23. Current climate decay locations Changes in decay location - 2070 CCAM TCLV detection results:Changes in decay location • More storms decaying off the WA coast instead of over land • TCs off QLD seem to be decaying further south (main driver for increases seen in Cairns, Mackay and Brisbane for 2070) IOCI3 – Perth 29 August, 2008

  24. Continental scale to Regional scale: RAMS • RAMS • Regional Atmospheric Modeling Scheme – a high resolution non-hydrostatic model • 2-way nested grid (45 km and 15 km for these experiments) • Relocatable – different domain required for each individual storm modelled • Event selection for downscaling • 100 “deepest” storms from three 40-year CCAM climatologies: • “current”– 1961-2000 • “2030” – 2011-2050 • “2070” – 2051-2090 • Further downscaling to 5 km for most-intense phase of storm • Use 15 km outputs • Downscale ~60 hours at most intense phase IOCI3 – Perth 29 August, 2008

  25. Setup of RAMS simulations • Initialising RAMS • Initialised with CCAM model output from 24 hours prior to first detection (i.e. genesis) in CCAM • CCAM output also used for boundary conditions of grid • TC bogus inserted for first TC detection at 24 hour into RAMS simulation • Bogus vortex initialised using minimum central pressure 5hPa deeper than CCAM pressure, radius to maximum wind of 50 km and radius of outer closed isobar of 250 km. • Strong nudging for first 24 hours to TC bogus central pressure for TC spin-up. Weak nudging for remainder of the simulation. IOCI3 – Perth 29 August, 2008

  26. RAMS downscaling results:Minimum track pressure • Obvious shift • Distinct shift to deeper pressures in 2070; less clear in 2030 but still present • Pressures still not realistically low IOCI3 – Perth 29 August, 2008

  27. RAMS downscaling results:Maximum wind speed • Not as clear • Little change from current to 2030 • Shift in PDF by 2070 IOCI3 – Perth 29 August, 2008

  28. Summary • Deeper central pressures; less clear impact on wind speeds • Shift toward deeper pressure storms • Maximum wind speed does not strongly follow this result • Fewer storms in total but more frequent severe TCs • Higher proportion of TCs will be severe, long-lasting storms • Fewer TC landfalls in WA; slight increase in QLD • Fewer longitudinal crossings (landfall proxy) in WA region; slightly more crossings in QLD region • More TC activity off QLD; less activity off WA • Fewer TC days off Port Headland; more TC days for Cairns, Mackay and Brisbane by 2070 • TCs decaying further to the south off QLD; further north off WA IOCI3 – Perth 29 August, 2008

  29. Contact Us Phone: 1300 363 400 or +61 3 9545 2176 Email: enquiries@csiro.au Web: www.csiro.au Thank you Debbie Abbs CMAR/CAWCR Phone: (03) 9239 4660 Email: deborah.abbs@csiro.au

  30. Climate change and its impact on extreme rainfall inSE Australia (Abbs & Rafter) IOCI3 – Perth 29 August, 2008

  31. Background IPCC (AR4) & rainfall extremes • Intensity of rainfall events projected to increase ... even in areas where mean rainfall decreases (longer periods between rainfall events) Chap 10 (Global Climate Projections) • Extremes of daily rainfall very likely to increase, except possibly in areas of significant decrease in mean rainfall (southern Australia in winter & spring) Chap 11 (Regional Climate Projections: Australia – New Zealand) Recent & current projects (CSIRO +) • SEQ – NNSW (DCC, Gold Coast City Council) • Central Coast NSW (DCC, UPRCT, Sydney Metro CMA, Sydney Water, Southern Rivers CMA, Hunter-Central Rivers CMA • Vic & lower MDB (DCC, SEACI) • Fitzroy R. catchment (QDNRM) IOCI3 – Perth 29 August, 2008

  32. Climate Change projections for rainfall in Australia • Projections contain uncertainty due to 3 sources • Climate Sensitivity • Emissions Uncertainty • Spatial Patterns differ amongst different models HIGH MID LOW IOCI3 – Perth 29 August, 2008

  33. Model Uncertainty – the answer depends on the model ARI-100 changes for 2070 from 5 CSIRO climate models D125 CC-Mk3 CC-Mk2 Mk2-rx1 Mk3-UK2 IOCI3 – Perth 29 August, 2008

  34. Most models agree on increase Agreement on the direction of change from 25 events Most models agree on decrease Median ARI-5 and ARI-100 change for 2070 from 5 climate models Most models agree on increase Agreement on the direction of change from 25 events Most models agree on decrease IOCI3 – Perth 29 August, 2008

  35. Global & Regional Climate Models • GCMs & RCMs do a good job at simulating global statistics of temperature-relatedextremes. • GCMs produce too many days with weak rainfall & too little rainfall in extreme events. • GCMs & RCMs have coarse spatial resolution & use parameterizations for unresolved process important for rainfall (e.g. cloud formation, deep convection). • Not all GCMs & RCMs skilfully simulate the weather that produces extreme rainfall. • IPCC TAR (2001) recommends improvements to ‘integrated hierarchy’ of GCMs & RCMs IOCI3 – Perth 29 August, 2008

  36. 200 km 65 km 4 km Dynamical Downscaling • Far more realistic representation of coastal & terrain effects • Improved representation of weather events (e.g. fronts, TCs, cut-off lows) • Better simulation of ingredients of extreme events (wind, moisture, ascent) • Assumes host GCM represents observed statistical characteristics of main rainfall producing systems (circulation & moisture variables) IOCI3 – Perth 29 August, 2008

  37. fraction 4 km 200 km 65 km 2030 2070 Decrease in intensity Large increases in intensity Value Added by Dynamical Downscaling Average fractional change in intensity of extreme rainfall for events of approximately ARI-4 to 40 years IOCI3 – Perth 29 August, 2008

  38. Weather systems causing extreme rainfall in Wollongong – Newcastle region 2 3 1 2&4 3 5 17% 10% 24% 18% IOCI3 – Perth 29 August, 2008

  39. How well do the models do? CSIRO GCM CCAM Regional IOCI3 – Perth 29 August, 2008

  40. R-CC-Mk2 R-CC-M20 R-CC-Uk2 Impact on Hi-Res Downscaling – 1-in-100 year events 24 hr rainfall change for 2070 Challenge: How do we synthesise results to provide meaningful products for hydrological applications? IOCI3 – Perth 29 August, 2008

  41. (a) (b) 1-in-100 year rainfall events AR&R (1987, 1997) Ensemble Average IOCI3 – Perth 29 August, 2008

  42. ARI-100 2070 “Consensus” 2070 Projected changes for 2070 IOCI3 – Perth 29 August, 2008

  43. Products from dynamical downscaling – 30 min to 96 hours, ARI-1 to 100 years Return period curves Depth-area curves Temporal curves IFD curves IOCI3 – Perth 29 August, 2008

  44. Applications: Impact of Climate Change on Flooding Case Study for Nerang Catchment Based on single member projection. • Currently 4500 properties are flood prone - $140M damages • 20% increase in rainfall → 7000 properties - $235M IOCI3 – Perth 29 August, 2008

  45. Development of PDFs from Ensemble Members Projected changes for 24-hr 1-in-100 year events – Warragamba Catchment R-CC-UK2 R-CC-Mk2 R-CC-M20 Ens. Av. IOCI3 – Perth 29 August, 2008

  46. Summary Climate change has major implications for the risks posed by severe weather events. This will be exacerbated by the impacts of population growth, especially along the east coast of Australia. • Extreme rainfall is likely to increase in many regions, especially mountainous regions (SEQ, Sydney Region studies). • Local interaction of weather with topography important • Impact greatest for the 2-hr rainfall accumulations & less for the longer durations. • Extreme rainfall occurring in heavier bursts. • Tendency for rainfall to begin earlier in 72-hr events • Impact increases with time – greater at 2070 • PDF’s of changes in rainfall intensity, temporal pattern from downscaled simulations can be used to perturb historic events to investigate changes in flood risk • Outputs are now being used for planning by/for: Glenelg-Hopkins Catchment Auth. Gold Coast City Council Melbourne Water SEQ Regional Plan NICCARA IOCI3 – Perth 29 August, 2008

  47. Thank you The Centre for Australian Weather and Climate Research A partnership between CSIRO and the Bureau of Meteorology Debbie Abbs Phone: (03) 9239 4660 Email: Deborah.Abbs@csiro.au Web: www.cawcr.gov.au Thank you www.cawcr.gov.au IOCI3 – Perth 29 August, 2008

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