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Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March 31, 2015, Fuzhou, Fujian, China
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Page 1: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

Products and Forecasts

- Examples and experiences

Yuejian Zhu and Hong Guan

Ensemble TeamEMC/NCEP/NWS/NOAA

Presents for NWP Forecast Training ClassMarch 31, 2015, Fuzhou, Fujian, China

Page 2: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

Background• NDGD

– National Digit Guidance Database• Guidance's are produced from NWP output, post process and et al.

• NDFD– National Digit Forecast Database

• Forecasts are issued from WFO forecasters based on all different guidance

• Coverage and resolution– CONUS – 2.5km– Alaska – 3km– Hawaii – 2.5km– Puerto Rico – 2.5km– Guam – 2.5km

Page 3: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

Elements Projections

1 12-hour Probability of Precipitation (PoP12) Every 12 hours, out to 168 hours

2 Apparent Temperature Every 3 hours out to 72 hoursEvery 6 hours out to 168 hours

3 Dew Point Every 3 hours out to 72 hoursEvery 6 hours out to 168 hours

4 Hazards Every hour out to 72 hoursEvery 6 hours out to 120 hours

5 Maximum Temperature Every 24 hours out to 168 hours

6 Minimum Temperature Every 24 hours out to 168 hours

7 Quantitative Precipitation Amount Every 6 hours out to 72 hours

8 Relative Humidity Every 3 hours out to 72 hoursEvery 6 hours out to 168 hours

9 Significant Wave Height Every 6 hours out to 120 hours

10 Sky Cover Every 3 hours out to 72 hoursEvery 6 hours out to 168 hours

11 Snow Amount Every 6 hours out to 48 hours

12 Temperature Every 3 hours out to 72 hoursEvery 6 hours out to 168 hours

13 Weather Every 3 hours out to 72 hoursEvery 6 hours out to 168 hours

14 Wind Direction Every 3 hours out to 72 hoursEvery 6 hours out to 168 hours

15 Wind Gust Every 3 hours out to 72 hours

16 Wind Speed Every 3 hours out to 72 hoursEvery 6 hours out to 168 hours

US NWS NDFD forecast elements and projections (2014)

Page 4: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

High Impact Weather and Extreme Forecast

Page 5: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

Hurricane Katrina (2005)

Page 6: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

Hurricane Katrina (2005)

Early prediction:Friday – August 26NHC’s prediction

ECMWF ensemble forecast: Strike

probability from Friday – August 26

0-120 hours120km radius

Page 7: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

Typhoon Morakot (2009)

Page 8: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

Courtesy of Bill Kuo

Page 9: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

Courtesy of Bill Kuo

Page 10: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

10

Resolution makes difference for Typhoon Morakot

Ini: 2009080600

T126 ensemble

T190 ensemble

Ini: 2009080700

T126 ensemble

T190 ensemble

Most models do notmake right forecasts

Page 11: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

Typhoon Megi (2010)

2010101512 2010101612

2010101712 2010101812

1. NCEP2. CMC3. ECMWF4. 3-ENS

Page 12: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

Derecho (2012)

Page 13: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

Date(s) June 29–30, 2012Duration ~18 hours (10:00 AM-4:00 AM)Track length ~800 MilesPeak wind gust 91 mph (Fort Wayne, Indiana)Largest hail 2.75 Inches (Bismarck, Illinois)Fatalities 28 fatalitiesDamage $2.9 billion[1]Areas affected United States Midwest,

United States Mid-Atlantic

A moderate risk area was issued by the SPC for the areas downstream of the derecho. It was later expanded eastward.

Derecho (2012)

Page 14: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

Sandy Case Study for NEXT GEFSPeriod: 10/22 – 10/28/2012

Named: 10/23/2012

Yuejian ZhuEMC/NCEP

September 15 2014

Acknolegements: Dingchen Hou, Xiaqiong Zhou and Jiayi Peng

Page 15: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

00UTC

20121022 (8 days)

Opr: T254L42(55km)

Para: T574L64(33km)

06UTC

Thick blue: ensemble

mean

Bimodality?

Red arrow means good

forecast

Page 16: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

12UTC

20121022 (7.5 days)

Opr: T254L42(55km)

Para: T574L64(33km)

18UTC

Thick blue: ensemble

mean

Bimodality?

Page 17: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

Opr: T254L42(55km)

Para: T574L64(33km)

20121026 (4 days)

00UTC

06UTC

Page 18: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

Opr: T254L42(55km)

Para: T574L64(33km)

20121028 (2 days)

00UTC

06UTC

Page 19: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

Short Summary for Sandy case• Higher resolution and new model improve the

forecast skill for most lead-time, especially for longer lead-time (day 7-8).

• Higher resolution and new model have excellent predictability around 8-days

• Bimodality of forecast tracks is clearly for early lead-time – around 30-32N

• Very good forecasts for short lead-time (less than 4-5 days) of both production and parallel

• Problem/concern:– Forecast inconsistency from cycle to cycle since initial

condition changes, especially for Oct. 23 - 24

Page 20: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

March 6 2013 – winter storm “Saturn”Heavy, wet late season snowstorm likely to paste D.C., Mid-Atlantic Wednesday

Tuesday night to Wednesday night for potential of at least 5 inches of snow for entire region*

From 11:47 AMUpdate: 1:55PM

Page 21: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

FEDERAL OFFICES in the Washington, DC, area are CLOSED. Emergency and telework-ready employees (employees with approved individual telework agreements) required to work must follow their agency’s policies, including their approved individual telework agreement

All Howard County public schools and offices are closed today, Wednesday, March 6, 2013. All evening activities in schools, both school-sponsored and community-sponsored, are canceled. This includes high school athletic practices and games.

Page 22: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

Review of 2015 NE Blizzard01/26 12UTC – 01/27 12UTC 2015

Yuejian ZhuEMC/NCEP/NWS

Jan. 27 2015

Acknowledgements: Hong Guan, Yan Luo and Xiaxiong Zhou

ESRL’s EFI maps

Page 23: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

WFO forecast (48 hours accumulation)

Page 24: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

CCPA 24 hours accumulation (mm)ENDING 12 UTC 20150127 ENDING 12 UTC 20150128

Page 25: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.
Page 26: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

Ensemble Forecast - Uncertainty

Small and large uncertainty.

1 day (large uncertainty) = 4 days (control) = 10-13 days (small uncertainty)

Toth and Zhu (2001)

Page 27: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.
Page 28: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.
Page 29: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.
Page 30: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.
Page 31: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.
Page 32: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.
Page 33: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.
Page 34: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

Ensemble Based Probabilistic Quantitative Precipitation Forecast (PQPF)Valid: 2015012612 – 2015012712 Amount 24hr >25.4mm (1 inch)

PROD PARA

Initial Time

2015012400

2015012500

2015012600

NCEP GEFSPROD/PARA

Forecast difference

Page 35: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

Ensemble Based Probabilistic Quantitative Precipitation Forecast (PQPF)Valid: 2015012612 – 2015012712 Amount 24hr >25.4mm (1 inch)

Initial Time

2015012100

2015012300

2015012200

PROD ECMWFPARA

Page 36: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

Ensemble Based Probabilistic Quantitative Precipitation Forecast (PQPF)Valid: 2015012612 – 2015012712 Amount 24hr >25.4mm (1 inch)

PROD PARA

Initial Time

2015012400

2015012500

2015012600

ECMWF

Here is the differenceEC’s ensemble predicted 50%+ chance for 1 inch prcip over

NY city

Page 37: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

NCEP GEFS failed on Oct. 3-4 2014

• First fail – 18UTC Oct. 3rd 2014 – Friday– No product for GEFS, SREF, Wave and NAEFS

• Second fail – 12UTC Oct. 4th 2014 – Saturday– Delayed 3hrs for all products and downstream

• Where is the problem?– Failed on first integration time step

• Point to short wave radiation

– In fact, the problem is longwave radiation code• secdiff(j) = a0(j) + a1(j) * exp( a2(j)*pwvcm) < 0.0• It was never happened before

– Protect – cost?• Morning of Oct. 10th 2014 – Friday

– Announced we found a problem

Page 38: Products and Forecasts - Examples and experiences Yuejian Zhu and Hong Guan Ensemble Team EMC/NCEP/NWS/NOAA Presents for NWP Forecast Training Class March.

The art of good forecasting

经验预报 Meteorologist

最好的预报 Modified NWP forecast

A

A2 持续性预报 Persistence最好的数值预报

World Best NWP


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