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Jason Dunion 1 , John Kaplan 2 , Andrea Schumacher 3 , Joshua Cossuth 4 , Kate Musgrave 3 , & Paul Leighton 2 1 University of Miami/CIMAS – NOAA/AOML/HRD – University at Albany-SUNY 2 NOAA/AOML/Hurricane Research Division 3 Colorado State University/CIRA 4 Florida State University Acknowledgements Funding: This NOAA Joint Hurricane Testbed project was funded by the US Weather Research Program in NOAA/OAR's Office of Weather and Air Quality NHC Points of Contact: Eric Blake, Todd Kimberlain, Chris Landsea, & Richard Pasch 1 Improvement to the Tropical Cyclone Genesis Index (TCGI)

Improvement to the Tropical Cyclone Genesis Index (TCGI) dunion… · NATL/EPAC-CPAC TCGI predictors e.g. WWLN lightning, moisture/VWS parameters, satellite TOTs Dec 2016 •Develop

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Page 1: Improvement to the Tropical Cyclone Genesis Index (TCGI) dunion… · NATL/EPAC-CPAC TCGI predictors e.g. WWLN lightning, moisture/VWS parameters, satellite TOTs Dec 2016 •Develop

Jason Dunion1, John Kaplan2, Andrea Schumacher3, Joshua Cossuth4,

Kate Musgrave3, & Paul Leighton2

1 University of Miami/CIMAS – NOAA/AOML/HRD – University at Albany-SUNY 2 NOAA/AOML/Hurricane Research Division

3 Colorado State University/CIRA 4 Florida State University

Acknowledgements Funding: This NOAA Joint Hurricane Testbed project was funded by the US Weather Research Program in

NOAA/OAR's Office of Weather and Air Quality

NHC Points of Contact: Eric Blake, Todd Kimberlain, Chris Landsea, & Richard Pasch

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Improvement to the Tropical Cyclone Genesis Index (TCGI)

Page 2: Improvement to the Tropical Cyclone Genesis Index (TCGI) dunion… · NATL/EPAC-CPAC TCGI predictors e.g. WWLN lightning, moisture/VWS parameters, satellite TOTs Dec 2016 •Develop

Discussion Outline

Motivation

• Enhance the Tropical Cyclone Genesis Index (TCGI), a real-time, objective, disturbance-centric scheme for identifying the probability of TC genesis in the NATL

Tropical Cyclone Genesis Index (TCGI) • Background & overview • TCGI enhancements • 2011-2016 verification

Conclusions & Future Work 2

Page 3: Improvement to the Tropical Cyclone Genesis Index (TCGI) dunion… · NATL/EPAC-CPAC TCGI predictors e.g. WWLN lightning, moisture/VWS parameters, satellite TOTs Dec 2016 •Develop

TC Genesis Index (TCGI) Objective/disturbance centric/probabilistic scheme

for predicting TC genesis (0-48 hr & 0-120 hr)

3

• Transitoned operations at NOAA NHC (fall 2014)

• Runs on NATL invests identified by NHC

• Requires TAFB Dvorak fixes (F-Deck)

• Run times: 00/06/12/18 UTC t=-2 hr: :30 & :45 t=-1 hr: :00/:15/:30/:45/:55

Page 4: Improvement to the Tropical Cyclone Genesis Index (TCGI) dunion… · NATL/EPAC-CPAC TCGI predictors e.g. WWLN lightning, moisture/VWS parameters, satellite TOTs Dec 2016 •Develop

TC Genesis Index (TCGI)

4

Year-2 Work Plan: Completed -- In Progress -- Not Begun

Fall 2016 • Develop Complete identification/development of new

NATL/EPAC-CPAC TCGI predictors e.g. WWLN lightning, moisture/VWS parameters, satellite TOTs

Dec 2016 • Develop code for running a real-time version of the NATL

& EPAC-CPAC TCGI (GFS version)

March 2017 • Present year-2 results at IHC

Page 5: Improvement to the Tropical Cyclone Genesis Index (TCGI) dunion… · NATL/EPAC-CPAC TCGI predictors e.g. WWLN lightning, moisture/VWS parameters, satellite TOTs Dec 2016 •Develop

TC Genesis Index (TCGI)

5

Year-2 Work Plan: Completed -- In Progress -- Not Begun May-Aug 2017 • Perform real-time tests of 0-48 and 0-120 h NATL & EPAC-

CPAC TCGI (GFS version) on NESDIS computers at CIRA

May-Aug 2017 • Finish development/evaluation of prototype ECMWF-

based TCGI for the North Atlantic

Aug 2017 • Final code for running both the NATL & EPAC-CPAC TCGI

on operational NCEP computers will be provided to NHC/NCEP IT personnel if the project is accepted for operational transition

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TC Genesis Index (TCGI) Enhancements

4) Setting up a mechanism for more timely F-Deck access • invest fix information direct from NOAA TAFB

1) Expanded TCGI database to include 2001-2014 • currently 2001-2010

2) Expanded TCGI to include EPAC-CPAC basins • New NATL & EPAC-CPAC TCGI installed on WCOS (testing)

3) Developing an ECMWF-based TCGI (North Atlantic) • New ECMWF TCGI installed on WCOS (testing)

5) Added 850 relative vorticity (GFS) • replaces GFS 850 hPa vortex tendency (DV24)

Page 7: Improvement to the Tropical Cyclone Genesis Index (TCGI) dunion… · NATL/EPAC-CPAC TCGI predictors e.g. WWLN lightning, moisture/VWS parameters, satellite TOTs Dec 2016 •Develop

6) Added 925-1000 relative humidity (GFS) • replaces GFS 600 hPa relative humidity (MLRH)

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TC Genesis Index (TCGI) Enhancements (Cont’d)

7) Testing reduced 0-48 hr predictor search (R=200/300/400 km) • currently R=500 km for 0-48 hr and 0-120 hr • Tested R200 (degraded 2013-2015 forecasts) • testing R300/R400/R500 km

Pre-Hurricane Matthew Invest • 26 Sep 2015 1145 UTC • ~48 hr before genesis

R500 km

Page 8: Improvement to the Tropical Cyclone Genesis Index (TCGI) dunion… · NATL/EPAC-CPAC TCGI predictors e.g. WWLN lightning, moisture/VWS parameters, satellite TOTs Dec 2016 •Develop

850 hPa horizontal divergence (GFS) 200-850 hPa vertical wind shear (GFS)

850 hPa relative vorticity (GFS) 925-1000 hPa RH (GFS)

NOAA TAFB Dvorak T-number % GOES water vapor pixels <-40 C 8

TC Genesis Index (TCGI) Relative Predictor Weights (2001-2014 Invest Database)

North Atlantic (2001-2014) EPAC-CPAC (2001-2014)

Page 9: Improvement to the Tropical Cyclone Genesis Index (TCGI) dunion… · NATL/EPAC-CPAC TCGI predictors e.g. WWLN lightning, moisture/VWS parameters, satellite TOTs Dec 2016 •Develop

TC Genesis Index (TCGI) Brier Skill Score

2001-2014 (cross validated)

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North Atlantic (2001-2014) EPAC-CPAC (2001-2014)

Page 10: Improvement to the Tropical Cyclone Genesis Index (TCGI) dunion… · NATL/EPAC-CPAC TCGI predictors e.g. WWLN lightning, moisture/VWS parameters, satellite TOTs Dec 2016 •Develop

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TCGI Forecast Verification 0-48 hr: 2011-2016

0-120 hr: 2013-2016

Page 11: Improvement to the Tropical Cyclone Genesis Index (TCGI) dunion… · NATL/EPAC-CPAC TCGI predictors e.g. WWLN lightning, moisture/VWS parameters, satellite TOTs Dec 2016 •Develop

TC Genesis Index (TCGI) Reliability Diagram (2011-2016)

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OVERPREDICTION

UNDERPREDICTION

Page 12: Improvement to the Tropical Cyclone Genesis Index (TCGI) dunion… · NATL/EPAC-CPAC TCGI predictors e.g. WWLN lightning, moisture/VWS parameters, satellite TOTs Dec 2016 •Develop

TC Genesis Index (TCGI) Reliability Diagram (2013-2016)

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OVERPREDICTION

UNDERPREDICTION

Page 13: Improvement to the Tropical Cyclone Genesis Index (TCGI) dunion… · NATL/EPAC-CPAC TCGI predictors e.g. WWLN lightning, moisture/VWS parameters, satellite TOTs Dec 2016 •Develop

TC Genesis Index (TCGI) vs NHC TWO Brier Skill Score

0-48 hr (2011-2016); 0-120 hr (2013-2016)

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Page 14: Improvement to the Tropical Cyclone Genesis Index (TCGI) dunion… · NATL/EPAC-CPAC TCGI predictors e.g. WWLN lightning, moisture/VWS parameters, satellite TOTs Dec 2016 •Develop

Conclusions & Future Work

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TCGI Year-1 & -2 Efforts (Completed) • Expanded TCGI database (2001-2014) • Expanded TCGI to EPAC-CPAC • Developed new TCGI predictors (NATL/EPAC-CPAC)

TCGI Year-2 Efforts (In Progress/Planned) • ECMWF-based TCGI (NATL) >> WCOSS testing • Real-time GFS versions of TCGI (NATL & EPAC-CPAC) >>

WCOSS testing • Reduced 0-48 hr predictor search area (R200/300/400 km) • Mechanism for more timely F-Deck access • On track to deliver final TCGI code to NHC (Aug 2017)

Page 15: Improvement to the Tropical Cyclone Genesis Index (TCGI) dunion… · NATL/EPAC-CPAC TCGI predictors e.g. WWLN lightning, moisture/VWS parameters, satellite TOTs Dec 2016 •Develop

http://rammb.cira.colostate.edu/projects/tc_genesis/ Real-Time 2017 TCGI Runs

• AL 99

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Questions

Page 17: Improvement to the Tropical Cyclone Genesis Index (TCGI) dunion… · NATL/EPAC-CPAC TCGI predictors e.g. WWLN lightning, moisture/VWS parameters, satellite TOTs Dec 2016 •Develop

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TCGI Forecast Verification 2016

Page 18: Improvement to the Tropical Cyclone Genesis Index (TCGI) dunion… · NATL/EPAC-CPAC TCGI predictors e.g. WWLN lightning, moisture/VWS parameters, satellite TOTs Dec 2016 •Develop

TC Genesis Index (TCGI) Reliability Diagram (2016)

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OVERPREDICTION

UNDERPREDICTION

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TC Genesis Index (TCGI) Reliability Diagram (2016)

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OVERPREDICTION

UNDERPREDICTION