The Advanced Dvorak Technique (ADT) - Space … · The Advanced Dvorak Technique Motivation The ADT...

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The UW The UW - - CIMSS CIMSS Advanced Dvorak Technique (ADT) : Advanced Dvorak Technique (ADT) : An Automated IR Method to Estimate Tropical Cyclone Intensity An Automated IR Method to Estimate Tropical Cyclone Intensity Timothy Olander and Christopher Velden Timothy Olander and Christopher Velden University of Wisconsin University of Wisconsin Madison, USA Madison, USA Cooperative Institute for Meteorological Satellite Studies (CIMS Cooperative Institute for Meteorological Satellite Studies (CIMS S) S) Joint 2007 EUMETSAT/AMS Meteorological Satellite Conference Joint 2007 EUMETSAT/AMS Meteorological Satellite Conference 26 September 2007 26 September 2007

Transcript of The Advanced Dvorak Technique (ADT) - Space … · The Advanced Dvorak Technique Motivation The ADT...

The UWThe UW--CIMSS CIMSS Advanced Dvorak Technique (ADT) :Advanced Dvorak Technique (ADT) :

An Automated IR Method to Estimate Tropical Cyclone IntensityAn Automated IR Method to Estimate Tropical Cyclone Intensity

Timothy Olander and Christopher VeldenTimothy Olander and Christopher VeldenUniversity of Wisconsin University of Wisconsin –– Madison, USAMadison, USA

Cooperative Institute for Meteorological Satellite Studies (CIMSCooperative Institute for Meteorological Satellite Studies (CIMSS)S)

Joint 2007 EUMETSAT/AMS Meteorological Satellite ConferenceJoint 2007 EUMETSAT/AMS Meteorological Satellite Conference26 September 200726 September 2007

The The AAdvanced dvanced DDvorak vorak TTechniqueechniqueMotivationMotivation

The ADT was developed to provide tropical cyclone (TC) The ADT was developed to provide tropical cyclone (TC) forecasters with a purely objective tool to estimate TC intensitforecasters with a purely objective tool to estimate TC intensity y using geostationary satellite imagery in regions where aircraft using geostationary satellite imagery in regions where aircraft

reconnaissance and other data are not available.reconnaissance and other data are not available.

The ADT is based upon the Dvorak Technique (DT), a The ADT is based upon the Dvorak Technique (DT), a ““decision decision treetree”” methodology, which primarily relies upon human methodology, which primarily relies upon human

interpretation of cloud patterns in satellite imagery to derive interpretation of cloud patterns in satellite imagery to derive TC TC intensity. The major drawbacks of the DT are its inherent intensity. The major drawbacks of the DT are its inherent

subjectivity and time required to master its regional subtletiessubjectivity and time required to master its regional subtleties..

The ADT represents an attempt to advance beyond the limits of The ADT represents an attempt to advance beyond the limits of the DT while still retaining its basic philosophy. The ultimate the DT while still retaining its basic philosophy. The ultimate

goal is to provide an objective tool that yields reliable TC goal is to provide an objective tool that yields reliable TC intensity and structure information to help improve forecasts. intensity and structure information to help improve forecasts.

The The AAdvanced dvanced DDvorak vorak TTechniqueechniqueBackgroundBackground

The original/subjective DT is a The original/subjective DT is a ““toptop-- downdown”” flow chart methodology flow chart methodology which guides the TC analyst to an which guides the TC analyst to an estimated storm intensity through a estimated storm intensity through a series of steps focusing on:series of steps focusing on:

--

The current storm presentation The current storm presentation ((““scene typescene type””) in the satellite image) in the satellite image

--

Recent storm history Recent storm history (and model (and model ““expectedexpected”” current intensity)current intensity)

--

Various constraints regarding the Various constraints regarding the allowable strengthening/weakening allowable strengthening/weakening rates.rates.

The The AAdvanced dvanced DDvorak vorak TTechniqueechnique

This enhancement is known as the This enhancement is known as the ""Dvorak Hurricane IR Curve for Dvorak Hurricane IR Curve for Tropical Cyclone ClassificationTropical Cyclone Classification" " and is applied to infrared (11and is applied to infrared (11µµm) m) imagery. Each different black/ imagery. Each different black/ white/gray shade corresponds to white/gray shade corresponds to a specific clouda specific cloud--top temperature top temperature range and represents different range and represents different intensity classifications in the intensity classifications in the Subjective Dvorak Intensity Subjective Dvorak Intensity Classification TechniqueClassification Technique. . (NOAA Technical Report NESDIS 11, 1984)(NOAA Technical Report NESDIS 11, 1984)

The ADT utilizes this The ADT utilizes this ““BD CurveBD Curve”” but has modified the relationships but has modified the relationships between the cloudbetween the cloud--top top temperatures and TC intensity temperatures and TC intensity using statistical regression using statistical regression analysis and additional/new cloud analysis and additional/new cloud characteristic parameters.characteristic parameters.

The The AAdvanced dvanced DDvorak vorak TTechniqueechniqueADT Development TimelineADT Development Timeline

1980sDvorak objective EIR

technique outlined(Dvorak, 1984)

Late 1980s – 1990’sDigital Dvorak (DD)

technique (Zehr, 1989)

1995 - 2001Objective Dvorak Technique (ODT)

(Velden et al., 1998)

2001 - 2004Advanced Objective Dvorak Technique

(AODT) (Olander et al., 2002)

2004 - presentAdvanced Dvorak Technique (ADT)

(Olander and Velden , 2007)

19901985 1995 2000 2005

The The AAdvanced dvanced DDvorak vorak TTechniqueechniqueADT InformationADT Information

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The ADT utilizes imagery from the The ADT utilizes imagery from the longwavelongwave infrared infrared window channelwindow channel (~11(~11µµm) from most of the current, m) from most of the current, operational geostationary satellites available. The operational geostationary satellites available. The algorithm is constantly updated to utilize any new algorithm is constantly updated to utilize any new satellites as they come online, and the data is made satellites as they come online, and the data is made available.available. In addition, a current NESDIS/CIMSS/CIRA In addition, a current NESDIS/CIMSS/CIRA study is underway using simulated data to determine study is underway using simulated data to determine the potential impact of the upcoming GOESthe potential impact of the upcoming GOES--R R Advanced Baseline Imager (ABI) imagery on the ADT Advanced Baseline Imager (ABI) imagery on the ADT algorithm.algorithm.

The The AAdvanced dvanced DDvorak vorak TTechniqueechniqueADT InformationADT Information

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The ADT retains many of the qualities of the original The ADT retains many of the qualities of the original Dvorak Technique, such as scene type determination Dvorak Technique, such as scene type determination and various intensity time constraints. and various intensity time constraints.

◦◦

A completely automated and objective TC storm A completely automated and objective TC storm center determination scheme has been implemented to center determination scheme has been implemented to remove all subjectivity from the ADT analysis. However, remove all subjectivity from the ADT analysis. However, an ADT user has the option to modify/overan ADT user has the option to modify/over--ride the ride the objectivelyobjectively--chosen location, or scene type chosen location, or scene type determination (e.g. determination (e.g. ‘‘pinholepinhole’’ eyes are difficult).eyes are difficult).

◦◦

The ADT code can be installed within a McIDAS The ADT code can be installed within a McIDAS environment environment (now a core McIDAS routine)(now a core McIDAS routine) or integrated or integrated within a separate satellite analysis platform (e.g., a within a separate satellite analysis platform (e.g., a version now operates in the NWS Nversion now operates in the NWS N--AWIPS system).AWIPS system).

The The AAdvanced dvanced DDvorak vorak TTechniqueechniqueADT Flowchart ADT Flowchart -- OverviewOverview

The The AAdvanced dvanced DDvorak vorak TTechniqueechniqueADT Flowchart ADT Flowchart –– Scene Type DeterminationScene Type Determination

The The AAdvanced dvanced DDvorak vorak TTechniqueechniqueADT Flowchart ADT Flowchart –– Intensity EstimationIntensity Estimation

The The AAdvanced dvanced DDvorak vorak TTechniqueechniqueValidationValidation

Homogeneous comparison between ADT and Homogeneous comparison between ADT and Operational Forecast Center (OFC) DT estimates of Operational Forecast Center (OFC) DT estimates of

TC Central MSL PressureTC Central MSL Pressure (in (in hPahPa))Ground Truth: Coincident aircraft reconnaissance reports Ground Truth: Coincident aircraft reconnaissance reports

Atlantic Atlantic TCsTCs ---- 2006 2006 Bias RMSE Ave #matchesBias RMSE Ave #matches

ADTADT --2.772.77 8.218.21 6.10 1906.10 190OFCOFC --3.163.16 9.01 6.54 1909.01 6.54 190

(Negative bias = ADT over(Negative bias = ADT over--estimate)estimate)

The The AAdvanced dvanced DDvorak vorak TTechniqueechnique

The The AAdvanced dvanced DDvorak vorak TTechniqueechnique

The The AAdvanced dvanced DDvorak vorak TTechniqueechnique

Future DirectionsFuture DirectionsContinue improving scene identification schemeContinue improving scene identification scheme◦◦ Utilize autoUtilize auto--centering techniques in (pinhole) eye identification centering techniques in (pinhole) eye identification

Explore regression analysis for other scene typesExplore regression analysis for other scene types◦◦ Target shear and curved band scenes Target shear and curved band scenes

Examine methods to improve intensity estimates Examine methods to improve intensity estimates ◦◦ MultiMulti--channel methods such as WV/IR difference channel methods such as WV/IR difference (see poster)(see poster)◦◦ Possible microwave imager Possible microwave imager ““DvorakDvorak--typetype””

analysis analysis ◦ Explore TC stage breakdowns (formation, mature, dissipation) Explore TC stage breakdowns (formation, mature, dissipation)

Continue ADT integration within UWContinue ADT integration within UW--CIMSS SatelliteCIMSS SatelliteConsensus (SATCON) TC Intensity Algorithm Consensus (SATCON) TC Intensity Algorithm (see poster)(see poster)

The The AAdvanced dvanced DDvorak vorak TTechniqueechnique

Current ADT User SitesCurrent ADT User Sites

Operational UsageOperational Usage◦◦ NOAA/Tropical Prediction CenterNOAA/Tropical Prediction Center◦◦ NOAA/Satellite Analysis BranchNOAA/Satellite Analysis Branch◦◦ NOAA/Central Pacific Hurricane CenterNOAA/Central Pacific Hurricane Center◦◦ Joint Typhoon Warning CenterJoint Typhoon Warning Center◦◦ Australian Bureau of Meteorology Australian Bureau of Meteorology

(Melbourne and Perth Regional Offices)(Melbourne and Perth Regional Offices)

Experimental or Research UsageExperimental or Research Usage◦◦ Japan Meteorological AgencyJapan Meteorological Agency◦◦ Shanghai Typhoon Institute of ChinaShanghai Typhoon Institute of China◦◦ National Typhoon and Marine Forecast Center National Typhoon and Marine Forecast Center -- China Met. Adm.China Met. Adm.◦◦ The Meteorologist Department The Meteorologist Department –– ThailandThailand◦◦ Cooperative Institute for Meteorological Satellite Studies Cooperative Institute for Meteorological Satellite Studies

The The AAdvanced dvanced DDvorak vorak TTechniqueechnique

ReferencesReferences

We gratefully acknowledge theWe gratefully acknowledge the Office of Naval Research Office of Naval Research and theand the Naval Research Laboratory Naval Research Laboratory –– MontereyMonterey for their continued support of ADT research at UWfor their continued support of ADT research at UW--CIMSS (SPAWAR PEO CIMSS (SPAWAR PEO C41&Space/PMW 180 and the ONR Marine Meteorology Program via NRLC41&Space/PMW 180 and the ONR Marine Meteorology Program via NRL--Monterey)Monterey)

We also acknowledge theWe also acknowledge the NOAA/NESDIS NOAA/NESDIS GOES ProgramGOES Program and the and the Satellite Analysis BranchSatellite Analysis Branch for for their longtime support of our ADT research.their longtime support of our ADT research.

http://cimss.ssec.wisc.edu/tropic2http://cimss.ssec.wisc.edu/tropic2

The Advanced Dvorak Technique: Continued Development of an The Advanced Dvorak Technique: Continued Development of an Objective Scheme to Estimate Tropical Cyclone Intensity Using Objective Scheme to Estimate Tropical Cyclone Intensity Using Geostationary Infrared Satellite ImageryGeostationary Infrared Satellite Imagery, , Olander and Velden, Olander and Velden, WeaWea. Forecasting. Forecasting, April 2007., April 2007.

The Dvorak Tropical Cyclone Intensity Estimation Technique: A The Dvorak Tropical Cyclone Intensity Estimation Technique: A SatelliteSatellite--Based Method that Has Endured for over 30 YearsBased Method that Has Endured for over 30 Years, , VeldenVelden et. al., et. al., Bull. Amer. Met. Soc., Bull. Amer. Met. Soc., September 2006, 1195September 2006, 1195--1210.1210.