Probabilistic Storm Forecasting for Traffic Flow Management: Progress and Challenges

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Probabilistic Storm Forecasting for Traffic Flow Management: Progress and Challenges Friends and Partners of Aviation Weather NBAA Convention, October 9, 2008 Stephen S. Weygandt NOAA Earth System Research Laboratory

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Probabilistic Storm Forecasting for Traffic Flow Management: Progress and Challenges. Stephen S. Weygandt NOAA Earth System Research Laboratory. Friends and Partners of Aviation Weather NBAA Convention, October 9, 2008. RCPF. Model-based storm guidance. Hourly updating model. RUC  RR. - PowerPoint PPT Presentation

Transcript of Probabilistic Storm Forecasting for Traffic Flow Management: Progress and Challenges

Page 1: Probabilistic Storm Forecasting   for Traffic Flow Management: Progress and Challenges

Probabilistic Storm Forecasting for Traffic Flow Management:

Progress and Challenges

Friends and Partners of Aviation WeatherNBAA Convention, October 9, 2008

Stephen S. WeygandtNOAA Earth System Research Laboratory

Page 2: Probabilistic Storm Forecasting   for Traffic Flow Management: Progress and Challenges

Model-based storm guidance

ObservationsModel ensembles

Data Assimilation cycle

Model post-processing

RCPF

Probability products

HRRRHCPF

Storm-scale probabilityinformation

RUC RR

Hourly updating model

Radar Assim

Page 3: Probabilistic Storm Forecasting   for Traffic Flow Management: Progress and Challenges

13-km RUC & Rapid RefreshHourly update cycle gives accurate mesoscale environment, good convective initiation

RCPF (hourly 3-10 h outlook ) madefrom time-lagged ensemble of RUCRCPF used as guidance for CCFP

Mesoscale model guidance

6 hr fcst1 pm EDT

20 July 20089 am outlook

RCPF

4 hr fcst1 pm EDT

CCFP6-h CCFP

8-h RCPF

Outlook timeValid time

valid timestorm coverage

CS

I

4-km verificationagainst NCWD

(from RTVS)

Forecast

length

Verification: 1 June – 31 August 2008

Page 4: Probabilistic Storm Forecasting   for Traffic Flow Management: Progress and Challenges

Mesoscale model guidance

8 hr fcst3 pm EDT

RCPF

6 hr fcst3 pm EDT

CCFP

20 July 20089 am outlook

13-km RUC & Rapid RefreshHourly update cycle gives accurate mesoscale environment, good convective initiation

RCPF (hourly 3-10 h outlook ) madefrom time-lagged ensemble of RUCRCPF used as guidance for CCFP

6-h CCFP

8-h RCPFvalid time

storm coverage

CS

I

(from RTVS)

Outlook timeValid time

Forecast

length 4-km verificationagainst NCWD

Verification: 1 June – 31 August 2008

Page 5: Probabilistic Storm Forecasting   for Traffic Flow Management: Progress and Challenges

(3-km Hi-Res Rapid Refresh)High resolution needed for realistic storm structure (storm-types, gaps in lines, etc.)

Hourly 12-h forecast, 15-min VIL output

RUC radar assimilation improves HRRR

Storm-scale model guidance

radarHRRR

6 hr fcst8 pm EDT

Truth

8 pm EDT

20 July 20082 pm initial time

initial timestorm coverage

CS

I 3-km 20 dBZverification

Initial timeValid time

radarnoradForecast

length

6-h fcsts HRRR

Verification: 1 June – 31 August 2008

Page 6: Probabilistic Storm Forecasting   for Traffic Flow Management: Progress and Challenges

Storm-scale model guidance

noradHRRR

6 hr fcst8 pm EDT

Truth

8 pm EDT

initial timestorm coverage

CS

I 3-km 20 dBZverification

Initial timeValid time

radarnoradForecast

length

6-h fcsts HRRR

(3-km Hi-Res Rapid Refresh)High resolution needed for realistic storm structure (storm-types, gaps in lines, etc.)

Hourly 12-h forecast, 15-min VIL output

RUC radar assimilation improves HRRR

20 July 20082 pm initial time

Verification: 1 June – 31 August 2008

Page 7: Probabilistic Storm Forecasting   for Traffic Flow Management: Progress and Challenges

Model-based TFM guidance

HRRR ensembles ATM probabilities

HRRR

HRRR andHRRR-basedprobabilitiesImportant for

automatedATM

norad

HRRR forecastsradar

Radar assimilation improvesHRRR forecast through 12-h HRRR key component of CoSPAHRRR storm structure allowsextraction of ATM information C

SI

Forecast Length (hours)

3-km 30 dBZverification

1 June – 31 Aug 2008