Forecasting tropical cyclones with Aladin :
Transcription
Forecasting tropical cyclones with Aladin :
Forecasting tropical cyclones with Aladin : sensitivity to the physics and to the ocean surface Ghislain Faure1 , F. Bouyssel2 , F. Taillefer2 , F. Orain3 1 2 Météo-France - LACy - La Réunion island Météo-France - CNRM-GAME / GMAP - Toulouse 3 Météo-France - CMS - Lannion 20 TH ALADIN W ORKSHOP & HIRLAM ASM K RAKOW, P OLAND , 13 - 16 A PRIL , 2010 20th Aladin Workshop & HIRLAM ASM (G. Faure) Aladin-Réunion and tropical cyclones 1 / 24 OUTLINE 1 Numerical prediction of cyclones Cyclones and numerical guidance Aladin-Réunion 2 Sensitivity of TC intensity forecast To air-sea exchanges To microphysics 3 Conclusions 20th Aladin Workshop & HIRLAM ASM (G. Faure) Aladin-Réunion and tropical cyclones 2 / 24 Next 1 Numerical prediction of cyclones Cyclones and numerical guidance Aladin-Réunion 2 Sensitivity of TC intensity forecast To air-sea exchanges To microphysics 3 Conclusions 20th Aladin Workshop & HIRLAM ASM (G. Faure) Aladin-Réunion and tropical cyclones 3 / 24 Next 1 Numerical prediction of cyclones Cyclones and numerical guidance Aladin-Réunion 2 Sensitivity of TC intensity forecast To air-sea exchanges To microphysics 3 Conclusions 20th Aladin Workshop & HIRLAM ASM (G. Faure) Aladin-Réunion and tropical cyclones 4 / 24 Tropical Cyclones : importance of the ocean One of the most deadly natural threat Cyclone wind speed > 120 km/h Ocean is energy provider, a key for intensity evolution Usually long life systems (1-2 weeks) Ocean-atm negative feedback 10-12% of worldwide activity, similar to North Atlantic 20th Aladin Workshop & HIRLAM ASM (G. Faure) Wikimedia Commons Aladin-Réunion and tropical cyclones 5 / 24 South West Indian Ocean basin 20th Aladin Workshop & HIRLAM ASM (G. Faure) 2000-2007 : 1800 deaths 10.5 tropical storms and 4.5 tropical cyclones (TC) a year Météo-France La Réunion is the WMO RSMC for this basin (15 countries) Aladin-Réunion and tropical cyclones 6 / 24 Numerical guidance TC track Impressive and sustained improvements Great help for forecasters 20th Aladin Workshop & HIRLAM ASM (G. Faure) TC intensity Poor numerical guidance Models useful for environmental conditions and trends Aladin-Réunion and tropical cyclones 7 / 24 Next 1 Numerical prediction of cyclones Cyclones and numerical guidance Aladin-Réunion 2 Sensitivity of TC intensity forecast To air-sea exchanges To microphysics 3 Conclusions 20th Aladin Workshop & HIRLAM ASM (G. Faure) Aladin-Réunion and tropical cyclones 8 / 24 Aladin over the South West Indian Ocean 20th Aladin Workshop & HIRLAM ASM (G. Faure) Started on November 2006 Dedicated primarly to TC forecasting (track and intensity) Based on Aladin-France Runs on Météo-France supercomputer in Toulouse 8km L70 resolution, hydrostatic ~6000 x 3500 km 3D VAR Coupling model : Arpege Canari surface analysis 84h forecast (00Z,12Z) 4 assimilation runs/day Final fields : 0°25 and 0°1 Aladin-Réunion and tropical cyclones 9 / 24 Specificity compared to Aladin-France : bogus 20th Aladin Workshop & HIRLAM ASM (G. Faure) Why we need pseudo-observations ? 90% of gridpoints over ocean Few satellite data assimilated in cyclone vicinity Unrealistic TC initialisation (position and intensity) Aladin-Réunion and tropical cyclones 10 / 24 Specificity compared to Aladin-France : bogus 20th Aladin Workshop & HIRLAM ASM (G. Faure) Aladin-Réunion and tropical cyclones 11 / 24 Specificity compared to Aladin-France : bogus 20th Aladin Workshop & HIRLAM ASM (G. Faure) Aladin-Réunion and tropical cyclones 11 / 24 Structure according to model resolution Wind field of TC IVAN, February 2008 50°E 20080214 00h + 54h ARPEGE (50 km) MF 50°E IFS (25 km) ECMWF Wind speed (m/s) Wind speed (m/s) 21.62 27.80 25 20 20 15 15 10 10 5 5 2.190 50°E 0.7804 ALADIN REUNION (10 km) MF 50°E Meso NH (4 km) Research model Wind speed (m/s) 45.6 35 45 40 30 35 25 30 20 25 15 20 15 10 20th Aladin Workshop & HIRLAM ASM (G. Faure) Wind speed (m/s) 37.97 10 5 5 0 0 Aladin-Réunion and tropical cyclones 12 / 24 TC track forecasting 20th Aladin Workshop & HIRLAM ASM (G. Faure) Track forecasting on average for the 2 last seasons over South West Indian Ocean : 1 IFS (worldwide leader) 2 Aladin-Réunion GFDN 3 Skills differ for each system For Gael, IFS runs were good but westward bias Aladin was almost perfect Aladin-Réunion and tropical cyclones 13 / 24 Intensity errors for European models 20th Aladin Workshop & HIRLAM ASM (G. Faure) Aladin-Réunion and tropical cyclones 14 / 24 Next 1 Numerical prediction of cyclones Cyclones and numerical guidance Aladin-Réunion 2 Sensitivity of TC intensity forecast To air-sea exchanges To microphysics 3 Conclusions 20th Aladin Workshop & HIRLAM ASM (G. Faure) Aladin-Réunion and tropical cyclones 15 / 24 Next 1 Numerical prediction of cyclones Cyclones and numerical guidance Aladin-Réunion 2 Sensitivity of TC intensity forecast To air-sea exchanges To microphysics 3 Conclusions 20th Aladin Workshop & HIRLAM ASM (G. Faure) Aladin-Réunion and tropical cyclones 16 / 24 SST analysis SST analysis with Canari Conventionnal obs. + NESDIS SST field Prescribed SST (no negative feedback) Debiased 2km satellite data (Meteo-France CMS, MyOcean european project) I I Microwave channel for cloudy regions small scale features SST anomalies impact TC intensity Not in operations yet 20th Aladin Workshop & HIRLAM ASM (G. Faure) Aladin-Réunion and tropical cyclones 17 / 24 SST analysis SST analysis with Canari Conventionnal obs. + NESDIS SST field Prescribed SST (no negative feedback) Debiased 2km satellite data (Meteo-France CMS, MyOcean european project) I I Microwave channel for cloudy regions small scale features SST anomalies impact TC intensity Not in operations yet 20th Aladin Workshop & HIRLAM ASM (G. Faure) Aladin-Réunion and tropical cyclones 17 / 24 Air-sea fluxes : ECUME parametrization needed for TC wind conditions February 2009 : more realistic fluxes ECUME is based on a bulk algorithm Multi-campaign calibration of neutral exchange coefficients Adjustements for strongest winds (saturation or even decrease) As expected, an important decrease of energy provided to IVAN 20th Aladin Workshop & HIRLAM ASM (G. Faure) Aladin-Réunion and tropical cyclones 18 / 24 Air-sea fluxes : ECUME parametrization needed for TC wind conditions February 2009 : more realistic fluxes ECUME is based on a bulk algorithm Multi-campaign calibration of neutral exchange coefficients Adjustements for strongest winds (saturation or even decrease) As expected, an important decrease of energy provided to IVAN 20th Aladin Workshop & HIRLAM ASM (G. Faure) Aladin-Réunion and tropical cyclones 18 / 24 Extreme sensitivity both on air-sea fluxes and SST OPER : Louis + low resolution SST ECUME : ECUME + low resolution SST ECUME + SST : ECUME + high resolution SST 20th Aladin Workshop & HIRLAM ASM (G. Faure) Aladin-Réunion and tropical cyclones 19 / 24 Extreme sensitivity both on air-sea fluxes and SST OPER : Louis + low resolution SST ECUME : ECUME + low resolution SST ECUME + SST : ECUME + high resolution SST 20th Aladin Workshop & HIRLAM ASM (G. Faure) Aladin-Réunion and tropical cyclones 19 / 24 Extreme sensitivity both on air-sea fluxes and SST OPER : Louis + low resolution SST ECUME : ECUME + low resolution SST ECUME + SST : ECUME + high resolution SST 20th Aladin Workshop & HIRLAM ASM (G. Faure) Aladin-Réunion and tropical cyclones 19 / 24 Next 1 Numerical prediction of cyclones Cyclones and numerical guidance Aladin-Réunion 2 Sensitivity of TC intensity forecast To air-sea exchanges To microphysics 3 Conclusions 20th Aladin Workshop & HIRLAM ASM (G. Faure) Aladin-Réunion and tropical cyclones 20 / 24 Rare but strong overintensifications Aladin-Réunion runs on 2009 02 03 00Z (GAEL) 995 Preliminary results ! Central pressure (hPa) 970 Unrealistic deepening (world record class) 945 32 hPa difference when increasing snow fall speed from 0.6 to 0.9 m/s 920 Still too intense ... 895 but realistic structure 870 Work under progress : non constant speed, other sensitivities 0 6 12 18 24 30 36 42 48 54 60 66 72 78 84 Forecast lead time (h) OBS 0.6 m/s snow fall speed 20th Aladin Workshop & HIRLAM ASM (G. Faure) Aladin-Réunion and tropical cyclones 21 / 24 Rare but strong overintensifications Aladin-Réunion runs on 2009 02 03 00Z (GAEL) 995 Preliminary results ! Central pressure (hPa) 970 Unrealistic deepening (world record class) 945 32 hPa difference when increasing snow fall speed from 0.6 to 0.9 m/s 920 Still too intense ... 895 but realistic structure 870 Work under progress : non constant speed, other sensitivities 0 6 12 18 24 30 36 42 48 54 60 66 72 78 84 Forecast lead time (h) OBS 0.6 m/s snow fall speed 20th Aladin Workshop & HIRLAM ASM (G. Faure) 0.9 m/s snow fall speed Aladin-Réunion and tropical cyclones 21 / 24 Rare but strong overintensifications 20th Aladin Workshop & HIRLAM ASM (G. Faure) Preliminary results ! Unrealistic deepening (world record class) 32 hPa difference when increasing snow fall speed from 0.6 to 0.9 m/s Still too intense ... but realistic structure Work under progress : non constant speed, other sensitivities Aladin-Réunion and tropical cyclones 21 / 24 Next 1 Numerical prediction of cyclones Cyclones and numerical guidance Aladin-Réunion 2 Sensitivity of TC intensity forecast To air-sea exchanges To microphysics 3 Conclusions 20th Aladin Workshop & HIRLAM ASM (G. Faure) Aladin-Réunion and tropical cyclones 22 / 24 A useful model Good abilities for TC forecasting Realistic TC structure from the analysis Good scores across years for track and intensity Improvements of intensity forecast skills However a few cases of overintensification But also for tropical weather Good analyses, even compared to global models ones (4D Var) Added value for island local effect forecasts Prospects Aladin 3D Var over each overseas French territory SWICE : TC campaign in South Western Indian Ocean Higher resolution (structure, processes, impacts) 20th Aladin Workshop & HIRLAM ASM (G. Faure) Aladin-Réunion and tropical cyclones 23 / 24 The end Thank you for your attention Any question ? 20th Aladin Workshop & HIRLAM ASM (G. Faure) Aladin-Réunion and tropical cyclones 24 / 24 The end Thank you for your attention Any question ? 20th Aladin Workshop & HIRLAM ASM (G. Faure) Aladin-Réunion and tropical cyclones 24 / 24