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
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
US NWS NDFD forecast elements and projections (2014)
High Impact Weather and Extreme Forecast
Hurricane Katrina (2005)
Early prediction: Friday – August 26 NHC’s prediction ECMWF ensemble forecast: Strike probability from Friday – August hours 120km radius
Typhoon Morakot (2009)
Courtesy of Bill Kuo
10 Resolution makes difference for Typhoon Morakot Ini: T126 ensemble T190 ensemble Ini: T126 ensemble T190 ensemble Most models do not make right forecasts
Typhoon Megi (2010) NCEP 2.CMC 3.ECMWF 4.3-ENS
Derecho (2012)
Date(s) June 29–30, 2012 Duration ~18 hours (10:00 AM-4:00 AM) Track length ~800 Miles Peak wind gust 91 mph (Fort Wayne, Indiana) Largest hail 2.75 Inches (Bismarck, Illinois) Fatalities 28 fatalities Damage $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)
Sandy Case Study for NEXT GEFS Period: 10/22 – 10/28/2012 Named: 10/23/2012 Yuejian Zhu EMC/NCEP September Acknolegements: Dingchen Hou, Xiaqiong Zhou and Jiayi Peng
00UTC (8 days) Opr: T254L42 (55km) Opr: T254L42 (55km) Para: T574L64 (33km) Para: T574L64 (33km) 06UTC Thick blue: ensemble mean Bimodality? Red arrow means good forecast
12UTC (7.5 days) Opr: T254L42 (55km) Opr: T254L42 (55km) Para: T574L64 (33km) Para: T574L64 (33km) 18UTC Thick blue: ensemble mean Bimodality?
Opr: T254L42 (55km) Opr: T254L42 (55km) Para: T574L64 (33km) Para: T574L64 (33km) (4 days) 00UTC 06UTC
Opr: T254L42 (55km) Opr: T254L42 (55km) Para: T574L64 (33km) Para: T574L64 (33km) (2 days) 00UTC 06UTC
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
March – 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 AM Update: 1:55PM
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, All evening activities in schools, both school-sponsored and community-sponsored, are canceled. This includes high school athletic practices and games.
Review of 2015 NE Blizzard 01/26 12UTC – 01/27 12UTC 2015 Yuejian Zhu EMC/NCEP/NWS Jan Acknowledgements: Hong Guan, Yan Luo and Xiaxiong Zhou ESRL’s EFI maps
WFO forecast (48 hours accumulation)
CCPA 24 hours accumulation (mm) ENDING 12 UTC ENDING 12 UTC
Ensemble Forecast - Uncertainty Small and large uncertainty. 1 day (large uncertainty) = 4 days (control) = days (small uncertainty) Toth and Zhu (2001)
Ensemble Based Probabilistic Quantitative Precipitation Forecast (PQPF) Valid: – Amount 24hr >25.4mm (1 inch) PROD PARA Initial Time NCEP GEFS PROD/PARA Forecast difference NCEP GEFS PROD/PARA Forecast difference
Ensemble Based Probabilistic Quantitative Precipitation Forecast (PQPF) Valid: – Amount 24hr >25.4mm (1 inch) Initial Time PROD ECMWF PARA
Ensemble Based Probabilistic Quantitative Precipitation Forecast (PQPF) Valid: – Amount 24hr >25.4mm (1 inch) PROD PARA Initial Time ECMWF Here is the difference EC’s ensemble predicted 50%+ chance for 1 inch prcip over NY city Here is the difference EC’s ensemble predicted 50%+ chance for 1 inch prcip over NY city
NCEP GEFS failed on Oct First fail – 18UTC Oct. 3 rd 2014 – Friday – No product for GEFS, SREF, Wave and NAEFS Second fail – 12UTC Oct. 4 th 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. 10 th 2014 – Friday – Announced we found a problem
The art of good forecasting 经验预报 Meteorologist 最好的预报 Modified NWP forecast A A2A2 持续性预报 Persistence 最好的数值预报 World Best NWP