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Assimilation of MSG-SEVIRI All-sky IR Radiances into MLEF-HWRF as a GOES-R ABI Proxy Karina Apodaca 1 , Milija Zupanski 1 , John A. Knaff 2 , Lewis D. Grasso 1 1 Cooperative Institute for Research in the Atmosphere, 2 NOAA/NESDIS/StAR/RAMMB, Ft. Collins Colorado, USA Introduction Case Study Components of HWRF-MLEF DA Motivation Objectives Evaluate the potential impact of ABI all-sky radiance DA for improving the forecasting of clouds and cloud microphysical species related to hurricane analysis and prediction. Assimilate MSG-SEVIRI all-sky radiances as a proxy to ABI Focus on water vapor (WV) and infrared IR channels Fred was a powerful hurricane that rapidly intensified into category three, with wind speeds of 185 km/hr and dissipated a few days later in the far eastern Atlantic Ocean without any recorded damages, or fatalities. This hurricane was chosen due to it’s proximity to the African West-coast with spatial-coverage by European satellites i.e., MSG-SEVIRI Hurricane Fred provides the opportunity to study the early stages of hurricane development In preparation for the launch of GOES-R, pre-testing of aboard instruments (e.g., ABI) is necessary. Assess the impact of GOES-R ABI in NOAA computational environment, using NOAA operational codes and scripts SEVIRI bufr data NCEP Obs. prepbufr data SEVIRI ASCII data ASCII to NetCDF converter NetCDF to bufr converter GSI (forward) NCEP HVEDAS (MLEF) NCEP HWRF (forecasts) Satellite Data pre-processing at CIRA Figure 1. SEVIRI instrument. Astrium, 2002. Figure 2. GOES-R. Northrop- Grumman, 2009. Figure 3. Fred’s track and intensity. Brenan, M. J., Tropical Cyclone Report Hurricane Fred (2009). Figure 4. True-color image of Hurricane Fred captured by the MODIS sensor on NASA’s Terra Satellite at 12:55 UTC on September 9, 2009. We utilize brightness temperature measurements from the SEVIRI radiometer onboard MSG-8 geosynchronous satellite (Figure 5). SEVIRI provides measurements over 12 spectral bands with a resolution of 3 km at nadir. Our research focuses on channels 5, 6 and 9 (SEVIRI) and 8, 10 and 14 (ABI) as shown in Table 1. Figure 6. SEVIRI brightness temperature for hurricane Fred on September 9, 2009 at 18Z.. The black box represents HWRF’s moving nest. Future Work Assess the impact of all-sky SEVIRI radiances on the analysis and forecast of tropical cyclones hurricane Fred (2009) Sensitivity runs will be performed with and without SEVIRI brightness temperature to assess the value-added to DA SEVIRI Channel SEVIRI λ (μm) ABI Channel ABI λ (μm) Use 5 6.2 8 6.2 Upper level water vapor 6 7.3 10 7.34 Lower level water vapor 9 10.8 14 11.2 Cloud and surface temp. Table 1. SEVIRI and ABI spectral bands and use Acknowledgements JCSDA Grant No. NA10NES4400012 and NCEP/EMC (Hurricane Forecast Improvement Project) Pre-processing of satellite data is done at CIRA: MSG- SEVIRI native McIDAS is converted to: ASCII, then to NetCDF and finally to bufr with converter tools which are being installed and tested at NCEP’s super- computers Data Assimilation (DA) of Meteosat Second Generation (MSG) satellite’s Spinning Enhanced Visible and Infrared Imager (SEVIRI) all-sky infrared radiances. SEVIRI has resolution of 3km for IR and 1km for the visible channel, it scans the earth every 15 min (Figure 1). We utilize the Maximum Likelihood Ensemble Filter (MLEF), interfaced with the NOAA operational Hurricane WRF model (HWRF) and with the Gridpoint Statistical Interpolation (GSI) and the Community Radiative Transfer Model (CRTM) as observation operators. SEVIRI data as a proxy allows allows an early look at the future Advanced Baseline Imager (ABI) data that will be aboard the next generation of NOAA’s GOESR sat. (Figure 2). ABI’s spatial resolution will be 2 km for IR and 0.5 km for one visible channel, it will scan the full disk once and the continental US three times every 15 min. High resolution ABI data (2km) will be beneficial for tropical cyclones and severe weather: need to focus on regional data assimilation Motivation cont. HWRF modeling system --- NCEP/EMC operational model. Two nested domains of 27 and 9 km resolution with a moving inner-domain (Figure 6) GSI (forward components) and CRTM as observation operator for satellite radiance data. Data Sets CSU hybrid variational- ensemble DA system (MLEF) MLEF calculates optimal states of model state variables and errors, boundary conditions errors and uncertainties Figure 5. System flow of the HWRF-MLEF DA. Hurricane Fred (September 7 19, 2009)
Transcript
Page 1: Assimilation of MSG-SEVIRI All-sky IR Radiances … · Assimilation of MSG-SEVIRI All-sky IR Radiances into MLEF-HWRF as a GOES-R ABI Proxy Karina Apodaca1, ... data is done at CIRA:

Assimilation of MSG-SEVIRI All-sky IR Radiances into MLEF-HWRF as a GOES-R ABI ProxyKarina Apodaca1, Milija Zupanski1, John A. Knaff2, Lewis D. Grasso1

1Cooperative Institute for Research in the Atmosphere, 2NOAA/NESDIS/StAR/RAMMB, Ft. Collins Colorado, USA

Introduction

Case Study

Components of HWRF-MLEF DA

Motivation

Objectives

Evaluate the potential impact of ABI all-sky radiance DA forimproving the forecasting of clouds and cloud microphysicalspecies related to hurricane analysis and prediction.

Assimilate MSG-SEVIRI all-sky radiances as a proxy to ABI

Focus on water vapor (WV) and infrared IR channels

Fred was a powerful hurricane that rapidly intensified intocategory three, with wind speeds of 185 km/hr and dissipateda few days later in the far eastern Atlantic Ocean without anyrecorded damages, or fatalities.

This hurricane was chosen due to it’s proximity to theAfrican West-coast with spatial-coverage by Europeansatellites i.e., MSG-SEVIRI

Hurricane Fred provides the opportunity to study the earlystages of hurricane development

In preparation for the launch of GOES-R, pre-testing ofaboard instruments (e.g., ABI) is necessary.

Assess the impact of GOES-R ABI in NOAA computationalenvironment, using NOAA operational codes and scripts

SEVIRIbufrdata

NCEP Obs.prepbufr

data

SEVIRIASCIIdata

ASCII to NetCDF

converter

NetCDF to bufr

converter

GSI(forward)

NCEPHVEDAS(MLEF)

NCEPHWRF

(forecasts)

Satellite Data pre-processing at CIRA

Figure 1. SEVIRI instrument.Astrium, 2002.

Figure 2. GOES-R. Northrop-Grumman, 2009.

Figure 3. Fred’s track and intensity.Brenan, M. J., Tropical Cyclone ReportHurricane Fred (2009).

Figure 4. True-color image of Hurricane Fredcaptured by the MODIS sensor on NASA’s TerraSatellite at 12:55 UTC on September 9, 2009.

We utilize brightness temperature measurements from theSEVIRI radiometer onboard MSG-8 geosynchronous satellite(Figure 5).

SEVIRI provides measurements over 12 spectral bands witha resolution of 3 km at nadir.

Our research focuses on channels 5, 6 and 9 (SEVIRI) and 8,10 and 14 (ABI) as shown in Table 1.

Figure 6. SEVIRI brightness temperature for hurricaneFred on September 9, 2009 at 18Z.. The black boxrepresents HWRF’s moving nest.

Future WorkAssess the impact of all-sky SEVIRI radiances on the

analysis and forecast of tropical cyclones – hurricane Fred(2009)

Sensitivity runs will be performed with and without SEVIRIbrightness temperature to assess the value-added to DA

SEVIRIChannel

SEVIRIλ (μm)

ABIChannel

ABI λ (μm)

Use

5 6.2 8 6.2 Upper level water vapor

6 7.3 10 7.34 Lower level water vapor

9 10.8 14 11.2 Cloud and surface temp.

Table 1. SEVIRI and ABI spectral bands and use

AcknowledgementsJCSDA Grant No. NA10NES4400012 and NCEP/EMC (Hurricane Forecast Improvement Project)

Pre-processing of satellitedata is done at CIRA: MSG-SEVIRI native McIDAS isconverted to: ASCII, then toNetCDF and finally to bufrwith converter tools whichare being installed andtested at NCEP’s super-computers

Data Assimilation (DA) of Meteosat Second Generation(MSG) satellite’s Spinning Enhanced Visible and InfraredImager (SEVIRI) all-sky infrared radiances.

SEVIRI has resolution of 3km for IR and 1km for the visiblechannel, it scans the earth every 15 min (Figure 1).

We utilize the Maximum Likelihood Ensemble Filter (MLEF),interfaced with the NOAA operational Hurricane WRF model(HWRF) and with the Gridpoint Statistical Interpolation (GSI)and the Community Radiative Transfer Model (CRTM) asobservation operators.

SEVIRI data as a proxy allows allows an early look at thefuture Advanced Baseline Imager (ABI) data that will beaboard the next generation of NOAA’s GOES–R sat. (Figure 2).

ABI’s spatial resolution will be 2 km for IR and 0.5 km forone visible channel, it will scan the full disk once and thecontinental US three times every 15 min.

High resolution ABI data (2km) will be beneficial for tropicalcyclones and severe weather: need to focus on regional dataassimilation

Motivation cont.

HWRF modeling system --- NCEP/EMC operational model.Two nested domains of 27 and 9 km resolution with a movinginner-domain (Figure 6)

GSI (forward components) and CRTM as observationoperator for satellite radiance data.

Data Sets

CSU hybrid variational-ensemble DA system (MLEF)

MLEF calculates optimal states of model state variables and errors, boundary conditions errors and uncertainties

Figure 5. System flow of the HWRF-MLEF DA.

Hurricane Fred (September 7 – 19, 2009)

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