Numerical Simulation of Hurricane Emily (2005 ... · cloud ice + rain + snow + graupel Summary...

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Minimum SLP (hPa) Numerical Simulation of Hurricane Emily (2005): Sensitivity to Cloud Microphysical Schemes and Model Initialization Sensitivity of Numerical Simulations of Emily’s Intensification to Cloud Microphysics Schemes Experimental Design Cloud water, rain, cloud ice, snow, and graupel Ferrier (FERR) WSM5 + graupel WRF Single Moment 6- class (WSM6) Cloud water, rain, cloud ice, and snow WRF Single Moment 5- class (WSM5) Cloud water/ice, rain/snow WRF Single Moment 3- class (WSM3) Cloud water, rain, cloud ice, snow and graupel Lin (LIN) RRTM longwave radiation Dudhia shortwave radiation 27-km and 9-km grid domains: Grell-Devenyi ensemble cumulus scheme. 3 km grid: no cumulus scheme. Cloud water and rain Kessler (KS) Other Physics Processes Hydrometeors Included Microphysical Schemes (Exp.) AMSR-E: (in/h) 1801 UTC 15 July 2005 Simulations: (mm/h) 1800 UTC 15 July 2005 27-km 9-km 3-km Objectives: To understand hurricane intensification 1. Investigate how cloud microphysical processes influence hurricane rapid intensification. 2. Examine the impact of model initialization (data assimilation) on hurricane intensity forecast. Development of Hurricane Emily Model Domains Minimum SLP (hPa) Maximum Surface Wind (m/s) Vertical velocity at 700 hPa: Model has weaker vertical motion than observed in the eyewall region in 24 h forecast Reanalysis (Cycled Data Assimilation ) Results When GOES-11 atmpspheric motion vectors, QuikSCAT surface winds and dropsonde data were assimilated into model simulation every 6-h from 1800 UTC 13 to 0000 UTC 16 July 2005, the result is a far more accurate rate of intensification of Emily starting in the model almost immediately. WSM6 WSM6 KS LIN WSM3 WSM5 WSM6 FERR Time series of 850-200 hPa Environmental Vertical Wind Shear (m/s) WRF Simulation: Rapid Intensification of Hurricane Emily (2005) KS LIN WSM3 WSM5 WSM6 FERR Xuanli Li and Zhaoxia Pu Department of Meteorology, University of Utah [email protected] Intensity of Hurricane Emily from 0600 UTC 14 to 0000 UTC 16 July 2005 Compared with observations at 700 hPa: Model has larger diameter, weaker eye, with lower temperature and higher dew point. Precipitation Structure at 1800 UTC 15 July 2005 Averaged inner-core hydrometeors at 0600 UTC 15 July 2005 Inner-Core Convective Heating Rate at 0600 UTC 15 July Observed T (C) Observed Td (C) Simulated T (C) 24h Forecast of Td (C) Observed Vertical Velocity (m/s) Flight Level Observations vs. Model Simulations: Simulated Vertical Velocity (m/s) Simulation period: 27 and 9 km domains: 1800 UTC 13 to 0000 UTC 16 July 2005 3 km domain: 0600 UTC 14 to 0000 UTC 16 July 2005 Total water: cloud water + cloud ice + rain + snow + graupel Summary Hurricane Emily’s intensity forecast is very sensitive to varying cloud microphysics schemes in the WRF model. Environment vertical wind shear is not very sensitive to varying microphysics schemes in most of the cases. Convective heating rates produced by various microphysics schemes are closely related with the intensity of simulated storms. Compared with the observations, numerical simulation produces a larger, weaker, colder, moister eye with weaker vertical motion in the eyewall region. Data assimilation shows strong potential to improve the intensity forecast. Questions for future work: Why do different cloud microphysics schemes produce significant differences in precipitation and heating rates? What is the major physical mechanism though which cloud microphysical processes influence hurricane intensification? To what extent can data assimilation improve the forecast of hurricane rapid intensification in other cases? Acknowledgements: The authors appreciate Dr. Edward Zipser’s comments and encouragement. This research is funded through a NASA TCSP grant and Program Manager Dr. Ramesh Kakar.

Transcript of Numerical Simulation of Hurricane Emily (2005 ... · cloud ice + rain + snow + graupel Summary...

  • Minimum SLP (hPa)

    Numerical Simulation of Hurricane Emily (2005): Sensitivity to Cloud Microphysical Schemes and Model Initialization

    Sensitivity of Numerical Simulations of Emily’s Intensification to Cloud Microphysics Schemes

    Experimental Design

    Cloud water, rain, cloud ice,snow, and graupelFerrier (FERR)

    WSM5 + graupelWRF Single Moment 6-class (WSM6)

    Cloud water, rain, cloud ice,and snow

    WRF Single Moment 5-class (WSM5)

    Cloud water/ice, rain/snowWRF Single Moment 3-class (WSM3)

    Cloud water, rain, cloud ice,snow and graupel

    Lin (LIN)RRTM longwaveradiation

    Dudhia shortwaveradiation

    27-km and 9-kmgrid domains:Grell-Devenyiensemblecumulus scheme.

    3 km grid: nocumulus scheme.

    Cloud water and rainKessler (KS)

    Other PhysicsProcesses

    Hydrometeors IncludedMicrophysical Schemes(Exp.)

    AMSR-E: (in/h)1801 UTC 15 July2005

    Simulations:(mm/h)1800 UTC 15 July2005

    27-km

    9-km3-km

    Objectives: To understand hurricane intensification1. Investigate how cloud microphysical processes influencehurricane rapid intensification.2. Examine the impact of model initialization (data assimilation)on hurricane intensity forecast.

    Development of Hurricane Emily Model Domains

    Minimum SLP (hPa) Maximum Surface Wind (m/s)

    Vertical velocity at 700 hPa: Model has weaker vertical motionthan observed in the eyewall region in 24 h forecast

    Reanalysis (Cycled Data Assimilation ) Results

    When GOES-11 atmpsphericmotion vectors, QuikSCAT surfacewinds and dropsonde data wereassimilated into model simulationevery 6-h from 1800 UTC 13 to0000 UTC 16 July 2005, the resultis a far more accurate rate ofintensification of Emily starting inthe model almost immediately.

    WSM6

    WSM6

    KS LIN WSM3

    WSM5 WSM6 FERR

    Time series of 850-200 hPaEnvironmental

    Vertical Wind Shear (m/s)

    WRF Simulation: Rapid Intensification of Hurricane Emily (2005)

    KS LIN

    WSM3 WSM5

    WSM6 FERR

    Xuanli Li and Zhaoxia Pu Department of Meteorology, University of [email protected]

    Intensity of Hurricane Emily from 0600 UTC 14 to 0000 UTC 16 July 2005

    Compared with observations at 700 hPa: Model has larger diameter,weaker eye, with lower temperature and higher dew point.

    Precipitation Structure at 1800 UTC 15 July 2005

    Averaged inner-core hydrometeors at 0600 UTC 15 July 2005

    Inner-Core Convective Heating Rate at 0600 UTC 15 July

    Observed T (C)

    Observed Td (C)

    Simulated T (C)

    24h Forecast of Td (C)

    Observed Vertical Velocity (m/s)

    Flight Level Observations vs. Model Simulations:

    Simulated Vertical Velocity (m/s)

    Simulation period: 27 and 9 km domains: 1800 UTC 13 to 0000 UTC 16 July 2005 3 km domain: 0600 UTC 14 to 0000 UTC 16 July 2005

    Total water: cloud water +cloud ice + rain + snow +

    graupel

    Summary Hurricane Emily’s intensity forecast is very sensitive to varying cloudmicrophysics schemes in the WRF model. Environment vertical wind shear is not very sensitive to varying microphysicsschemes in most of the cases. Convective heating rates produced by various microphysics schemes areclosely related with the intensity of simulated storms. Compared with the observations, numerical simulation produces a larger,weaker, colder, moister eye with weaker vertical motion in the eyewall region. Data assimilation shows strong potential to improve the intensity forecast.

    Questions for future work: Why do different cloud microphysics schemes producesignificant differences in precipitation and heating rates? What is the major physical mechanism though which cloudmicrophysical processes influence hurricane intensification? To what extent can data assimilation improve the forecast ofhurricane rapid intensification in other cases?Acknowledgements: The authors appreciate Dr. Edward Zipser’s comments and encouragement. This research is funded through a NASA TCSP grant and Program Manager Dr. Ramesh Kakar.