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RAP / HRRR weather guidance for Air Traffic Flow Management: Progress and Challenges Friends and Partners of Aviation Weather NBAA Convention, October 23-24, 2014 Stephen S. Weygandt Curtis Alexander, Stan Benjamin, Geoff Manikin*, Tanya Smirnova, Ming Hu NOAA Earth System Research Laboratory *NOAA National Centers for Environmental Prediction
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RAP HRRR weather guidance for Air Traffic Flow … / HRRR weather guidance for Air Traffic Flow Management: Progress and Challenges . ... RAP radar DA. HRRR radar DA. HRRR adds skill

Apr 28, 2018

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Page 1: RAP HRRR weather guidance for Air Traffic Flow … / HRRR weather guidance for Air Traffic Flow Management: Progress and Challenges . ... RAP radar DA. HRRR radar DA. HRRR adds skill

RAP / HRRR weather guidance for Air Traffic Flow Management:

Progress and Challenges

Friends and Partners of Aviation Weather NBAA Convention, October 23-24, 2014

Stephen S. Weygandt Curtis Alexander, Stan Benjamin,

Geoff Manikin*, Tanya Smirnova, Ming Hu NOAA Earth System Research Laboratory

*NOAA National Centers for Environmental Prediction

Page 2: RAP HRRR weather guidance for Air Traffic Flow … / HRRR weather guidance for Air Traffic Flow Management: Progress and Challenges . ... RAP radar DA. HRRR radar DA. HRRR adds skill

Rapid Refresh and HRRR NOAA hourly updated models

13km Rapid Refresh (RAP)

3km High Resolution Rapid Refresh (HRRR)

Version 2 -- NCEP implement 25 Feb 2014

Version 3 – GSD Planned NCEP -- 2015

RAP

HRRR Initial – NCEP implement 30 Sept 2014

Version 2 – GSD Planned NCEP --2015

GSD NCEP HRRR: MORE RELIABLE (now 99+%) AVAILABLE SOONER (1h fcst by +50 min, 15h fcst by +1:30

Page 3: RAP HRRR weather guidance for Air Traffic Flow … / HRRR weather guidance for Air Traffic Flow Management: Progress and Challenges . ... RAP radar DA. HRRR radar DA. HRRR adds skill

Higher resolution models

Rawins Satellite Aircraft Radar Surface Profiler

Accurate prediction of hazardous weather What are the key requirements?

Rapid updating

Use of all Observations (Data assimilation)

13-km Reality

ORD

LAX

ORD

3-hr forecast

LAX

6-hr forecast Wind

Errors

3-km

-- Fresher forecasts -- Time-lagged ensembles

Page 4: RAP HRRR weather guidance for Air Traffic Flow … / HRRR weather guidance for Air Traffic Flow Management: Progress and Challenges . ... RAP radar DA. HRRR radar DA. HRRR adds skill

High-Impact Prediction Needs: Higher Resolution Models

20 km RUC 2002

13 km RUC 2005 (RAP 2012)

3 km HRRR 2014

40 km RUC 1998

AWRP PMR 11 June 2013 4 Model Development & Enhancement NBAA 22 Oct 2014 4 Friends and Partners Aviation Weather

Page 5: RAP HRRR weather guidance for Air Traffic Flow … / HRRR weather guidance for Air Traffic Flow Management: Progress and Challenges . ... RAP radar DA. HRRR radar DA. HRRR adds skill

13-km 6hr forecast HRRR 6hr forecast

Observations Used Data assimilation: using all the observations including radar data

Model Pre-Forecast Time (min) MODEL START

-60 -15 -45 -30 0

Model Integration

Observed Radar

Valid at -45 Valid at -30 Valid at -15 Valid at 0

+30

30-min fcst 3-km radar DA

30-min fcst NO 3-km radar DA

Radar Obs 05:30z 18 May 2013

Page 6: RAP HRRR weather guidance for Air Traffic Flow … / HRRR weather guidance for Air Traffic Flow Management: Progress and Challenges . ... RAP radar DA. HRRR radar DA. HRRR adds skill

0 1 2 3 4 5 6

PersistenceExtrapolationNo radar DARAP radar DAHRRR radar DA

HRRR adds skill to nearly 1 hour

(2013-2014)

Cross over in skill

Forecast Skill Comparison

Forecast Length (Hours)

Fore

cast

Ski

ll

L

ess

Skill

M

ore

Skill

Improved 0-3 hr Convective Fcsts

Model prediction skill is moving toward nowcast skill Radar data assimilation is key part of this

NO radar DA

13-km RAP radar DA

3-km HRRR radar DA

Nowcast

Combined

Page 7: RAP HRRR weather guidance for Air Traffic Flow … / HRRR weather guidance for Air Traffic Flow Management: Progress and Challenges . ... RAP radar DA. HRRR radar DA. HRRR adds skill

00 UTC

Real-time

Model ensembles: Key to assessing likelihood

Member 3

Observations

Member 2

Member 1

Supercell probability past hour

19 UTC

00 UTC

Page 8: RAP HRRR weather guidance for Air Traffic Flow … / HRRR weather guidance for Air Traffic Flow Management: Progress and Challenges . ... RAP radar DA. HRRR radar DA. HRRR adds skill

18z 14 July 2014 09z + 9h fcst 18z

NSSL Radar

mosaic

Thunderstorm Probability (%)

Reflectivity

HRRR forecast radar

HRRR forecast probability

HRRR deterministic and probabilistic forecasts

Page 9: RAP HRRR weather guidance for Air Traffic Flow … / HRRR weather guidance for Air Traffic Flow Management: Progress and Challenges . ... RAP radar DA. HRRR radar DA. HRRR adds skill

21z 14 July 2014 09z + 12h fcst 21z

NSSL Radar

mosaic

Thunderstorm Probability (%)

Reflectivity

HRRR forecast radar

HRRR forecast probability

HRRR deterministic and probabilistic forecasts

Page 10: RAP HRRR weather guidance for Air Traffic Flow … / HRRR weather guidance for Air Traffic Flow Management: Progress and Challenges . ... RAP radar DA. HRRR radar DA. HRRR adds skill

Evolution of hourly updated NOAA modeling

Feb 2014 –Rapid Refresh v2 – oper at NCEP Improved surface forecasts, convective environment fields • Hybrid ensemble-variational GSI assimilation • Model – improved cloud / PBL / LSM / soil, updated version of WRF ARW

Sept 2014 – HRRR (3km) – oper at NCEP Hourly updated storm-scale forecasts, greater accuracy (timing, location, structure) for thunderstorms and many other features • 3-km / 15 min radar reflectivity assimilation

North American Rapid Refresh Ensemble (NARRE)

• 2 cores (ARW, NMMB), 6 members

• Hourly updating with GSI-hybrid EnKF

• Hourly forecasts to 24-h, 84-h 4x / day

Rapid Refresh NARRE

2015 – RAPv3/HRRRv2

~2017 – NARRE with hybrid 4d-ens/var DA

~2019 – HRRR Ensemble (HRRRE) – eventually with ~3km ensemble DA

HRRRHRRR

Future oper @ NCEP

AK HRRR