updates to lw forecast system alan fox fox weather, llc 726 13 th st. fortuna, ca 95540 805 469-1368...

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Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 [email protected] April 12, 2007

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Page 1: Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 alan@foxweather.com April 12, 2007

Updates to LW Forecast System

Alan FoxFox Weather, LLC

726 13th St.Fortuna, CA 95540

805 469-1368707 725-8013

[email protected]

April 12, 2007

Page 2: Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 alan@foxweather.com April 12, 2007

Developments Since Dec 2006

• Upgrades to MtnRT

• Installed WRF and configured Forecast System for California regions

• MtnRT+WRF

Page 3: Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 alan@foxweather.com April 12, 2007

Upgrades to MtnRT – Execution Speed

• Revised MtnRT to execute 2 times faster. Revised Mapper to execute 100 times faster.

• Entire MtnRT portion of the forecast sequence runs at Fox Weather in about ½ hour for all of NW Calif, or all of W and central Oregon, and about 15 minutes for S Calif and NW Calif.

Page 4: Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 alan@foxweather.com April 12, 2007

Upgrades to MtnRT–Time and Resolution

• Revised Mtn1hrInterp to include radiation physics calculations, updated each minute of the 24hr period.

• Revised Mtn1hrInterp to extend out a full 7 days, i.e.Day0-Day6, inclusive.

• MtnRT and Mapper now runs at 1.5 km (down from 2.5 and 2.0 km, respectively).

Page 5: Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 alan@foxweather.com April 12, 2007

Upgrades to MtnRT - Physics• Mtn1hrInterp: Designed a model that calculates solar angle for every

minute of the day for every day of the year at all latitudes/longitudes. Calculates altitude and azimuth of the sun.

• Mtn1hrInterp: Includes atmospheric extinction related to solar angle.• Mtn1hrInterp: Includes heat budget calculations of atmosphere and ground

over a land surface in order to generate realistic diurnal curves of solar radiation throughout the 24hr day down to time resolution of 1 minute.

• Mtn1hrInterp: Now blends the Tmax, Tmin, and GFS temperatures at intermediate hours with the energy budget curve to establish final shape of the curve for each 24hr day.

• Improved calculation of LW due to combination of rain and outputs from the Fuzzy Logic LW model.

• Implemented separate calculations of forecasted moist layer and inversion base height for each 0.5 degree latitude for forecast sounding interpolated from GFS

Page 6: Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 alan@foxweather.com April 12, 2007

Sample Forecast Temperature/Dewpoint Curve over a 24hr day – Sample 1

Page 7: Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 alan@foxweather.com April 12, 2007

Sample Forecast Temperature/Dewpoint Curve over a 24hr day – Sample 2

Page 8: Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 alan@foxweather.com April 12, 2007

Sample 144hr Forecast Sounding

Page 9: Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 alan@foxweather.com April 12, 2007

Sample Final Temp/Dewpt/LW Forecast for Sand Canyon, Orange County, Calif

Page 10: Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 alan@foxweather.com April 12, 2007

WRF Implementation• WRF=Weather Research and Forecast System – UCAR (University Corporation for

Atmospheric Research).• WRF uses some of the same well-tested algorithms from MM5, but is a different

model, running on a server, rather than the clusters that are needed by MM5. • New WRF forecast server was installed at Fox Weather on Mar 14th. • Currently Implemented: Dual Opteron 64 bit (2 processors, but can include two more

processors).• Preliminary results:

– Download of GFS files for initialization takes 30 minutes, directly from NOAA servers in netCDF format.

– <20 minutes to run each forecast day… gives about 2 hours to run the full 7 days. Job starts at 2:00am, and finishes about 4:30am daily, including time for downloads of netCDF files.

– 36 km resolution, time resolution of forecast: 1 hour– Grid domain 48.0 to 31.0N -125.0 to -105.0– We have a running 60 day archive of the GRIB WRF forecast data.

• WRF is currently being ported into Fox Weather’s Yosemite weather display system via a cron job each morning for processing and map viewing. Some examples are presented.

• GEMPAK, and open-source graphics package is also being used to display WRF forecasts. An example is presented.

• We plan to use WRF as input to MtnRT. This will take us with a start grid of 36 km, and MtnRT grid to 1.5 km.

Page 11: Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 alan@foxweather.com April 12, 2007

WRF Products Available

• Available preducts relevant to disease weather forecasting and LW forecasting are:– Rain– Temperature– Dew Point Temperature– RH– Wind Speed\Direction (i.e. wind barbs)

Page 12: Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 alan@foxweather.com April 12, 2007

WRF Product Samples

CURRENT DOMAIN FOR FOX WEATHER’S WRF (INCLUDES S BORDERS OF ARIZONA AND CALIFORNIA AND NORTH SHORE OF GULF OF CALIF)

Page 13: Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 alan@foxweather.com April 12, 2007

Some Preliminary Comparisons: WRF and MtnRT Skin Temp

Ramona, CA station 33.03/-116.88 42hr forecast: 92F, observed Tmax 76Riverside, CA 42hr forecast: 88, observed Tmax 81

Page 14: Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 alan@foxweather.com April 12, 2007

Some Preliminary Comparisons: WRF and MtnRT Skin Temp

Ramona, CA station 33.03/-116.88 48hr forecast: 74.5F, observed Tmax: 76.Riverside, CA 48hr forecast 75, observed Tmax 81

Page 15: Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 alan@foxweather.com April 12, 2007

Some Preliminary Comparisons: WRF and MtnRT

Ramona, CA MtnRT Forecast Tmax 88.6, Obsvd Tmax 76. Riverside CA MtnRT Forecast Tmax 76, Obsvd Tmax 81.

31 04/04/2007 0600 43.4 42.4 0.7 0.000 10 OOOOOOOOOOO from_Fuzzy 32 04/04/2007 0700 44.6 44.3 0.9 0.000 10 OOOOOOOOOOO from_Fuzzy 33 04/04/2007 0800 51.6 49.6 1.2 0.000 10 OOOOOOOOOOO from_Fuzzy 34 04/04/2007 0900 65.2 42.1 1.0 0.000 5 OOOOOO..... from_Fuzzy 35 04/04/2007 1000 72.8 42.0 1.2 0.000 0 O.......... from_Fuzzy 36 04/04/2007 1100 73.9 42.2 1.5 0.000 0 O.......... from_Fuzzy 37 04/04/2007 1200 74.7 42.0 2.4 0.000 0 O.......... from_Fuzzy 38 04/04/2007 1300 75.3 42.5 3.3 0.000 0 O.......... from_Fuzzy 39 04/04/2007 1400 75.6 42.0 4.2 0.000 0 O.......... from_Fuzzy 40 04/04/2007 1500 75.8 42.1 5.1 0.000 0 O.......... from_Fuzzy 41 04/04/2007 1600 75.8 42.1 6.0 0.000 0 O.......... from_Fuzzy 42 04/04/2007 1700 73.0 42.2 2.7 0.000 0 O.......... from_Fuzzy 43 04/04/2007 1800 66.6 42.8 2.2 0.000 0 O.......... from_Fuzzy

RIVERSIDE, CA 48HR FORECAST FROM MtnRT

RAMONA, CA 48HR FORECAST FROM MtnRT31 04/04/2007 0600 36.7 35.6 1.7 0.000 10 OOOOOOOOOOO from_Fuzzy 32 04/04/2007 0700 37.9 37.4 2.5 0.000 10 OOOOOOOOOOO from_Fuzzy 33 04/04/2007 0800 46.0 39.8 3.2 0.000 5 OOOOOO..... from_Fuzzy 34 04/04/2007 0900 63.8 42.1 2.8 0.000 0 O.......... from_Fuzzy 35 04/04/2007 1000 77.5 43.6 3.3 0.000 0 O.......... from_Fuzzy 36 04/04/2007 1100 83.8 45.2 2.0 0.000 0 O.......... from_Fuzzy 37 04/04/2007 1200 87.3 46.1 2.3 0.000 0 O.......... from_Fuzzy 38 04/04/2007 1300 88.6 46.0 2.6 0.000 0 O.......... from_Fuzzy 39 04/04/2007 1400 88.1 44.4 3.0 0.000 0 O.......... from_Fuzzy 40 04/04/2007 1500 86.2 40.4 3.3 0.000 0 O.......... from_Fuzzy 41 04/04/2007 1600 83.2 35.2 3.6 0.000 0 O.......... from_Fuzzy 42 04/04/2007 1700 73.8 31.4 1.6 0.000 0 O.......... from_Fuzzy 43 04/04/2007 1800 62.3 38.9 1.4 0.000 0 O.......... from_Fuzzy

Page 16: Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 alan@foxweather.com April 12, 2007

Nearby Station Observations for 4/4/2007RIV=Riverside, RNM=Ramona, ONT=Ontario

Page 17: Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 alan@foxweather.com April 12, 2007

CONDITIONS AT 850 MB (1500 M) AND 700 MB (3000 M)AT 00Z APR 5, 2007, (1600 PST APR 4)

Note the east (downslope) wind at 700 mb (nominally 3000 m) and SE (marginally downslope) at 850 mb (1500 ft)

iIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII

Page 18: Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 alan@foxweather.com April 12, 2007

RIVERSIDE.....108hr fcst from MtnRT...70 04/12/2007 2100 36.0 35.5 4.9 0.000 71 04/12/2007 2200 34.0 33.0 4.0 0.00072 04/12/2007 2300 33.2 32.2 2.2 0.000 73 04/13/2007 0000 32.8 31.8 2.3 0.000 74 04/13/2007 0100 32.7 31.7 2.4 0.000 75 04/13/2007 0200 32.7 31.7 2.4 0.000 76 04/13/2007 0300 32.7 31.7 2.5 0.000 77 04/13/2007 0400 32.7 31.7 2.6 0.000 78 04/13/2007 0500 32.7 31.7 2.0 0.000 79 04/13/2007 0600 32.7 31.7 2.6 0.000 80 04/13/2007 0700 34.1 33.6 3.3 0.000 81 04/13/2007 0800 41.7 28.8 2.7 0.000 82 04/13/2007 0900 52.1 20.0 3.2 0.000 83 04/13/2007 1000 63.2 21.5 3.6 0.000 RAMONA 108hr forecast from MtnRT......70 04/12/2007 2100 35.6 34.8 7.1 0.000 71 04/12/2007 2200 33.0 32.0 5.5 0.000 72 04/12/2007 2300 32.0 31.0 2.5 0.000 73 04/13/2007 0000 31.5 30.5 2.1 0.000 74 04/13/2007 0100 31.4 30.4 1.7 0.000 75 04/13/2007 0200 31.4 30.4 1.3 0.000 76 04/13/2007 0300 31.4 30.4 0.9 0.000 77 04/13/2007 0400 31.4 30.4 0.5 0.000 78 04/13/2007 0500 31.4 30.4 2.0 0.000 79 04/13/2007 0600 31.4 30.4 3.7 0.000 80 04/13/2007 0700 32.5 32.0 5.4 0.000 81 04/13/2007 0800 41.2 34.9 5.0 0.000

OBSERVED TMIN AT RAMONA 31, RIVERSIDE 45SAN JUAN CREEK 33

MtnRT TMIN FORECASTS 4/13/07

Page 19: Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 alan@foxweather.com April 12, 2007

TMIN FORECASTS..COMPARISON WITH WRF 4/13/07

Page 20: Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 alan@foxweather.com April 12, 2007

Getting Higher Resolutions from WRF and Implications for MtnRT

• 1) WRF 36 km data is too smooth to give realistic nighttime skin temperatures during current southern California frost events (4th and 13th April).

• 2) We will be producing a 7 km WRF forecast over small sub-domains, and testing for N Calif to determine the increase in Tmin forecast skill realized by the higher resolution grid..

• 3) WRF Help advises us that the resolution of nested grids should not be less than about 1:5.

• 4) It is unreasonable to go from 100 km GFS to 12km WRF or 4km WRF, but it is reasonable to go from 100km GFS to 36km WRF then nest a 7.2 km WRF subgrid. It is unreasonable to go from 36km WRF to a 4 km subgrid with one nest.

Page 21: Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 alan@foxweather.com April 12, 2007

Our Plans for: The Weather Research and Forecast Model (WRF) Model

• Use WRF data as input for MtnRT. – Note: Regional forecast errors in MtnRT are related to using an initial data set that has too

large a grid resolution. Regional variations that could be resolved are not because the higher resolution data from WRF is not used.

• WRF is considered as the state-of-art model for midwestern US forecasting (mesoscale convective systems and squall lines).

• There is more to learn about WRF’s capabilities.• WRF takes a long time to do nested model runs (7.2 km).• Reading the WRF-EMS Manual• We currently don’t have WRF temperature data that adequately represents surface

temperature data covering at 24 hr period. Skin daytime temp too hot, skin nighttime temperature too smooth for Tmin, 1013 mb day and night temperature too smooth and not able to represent variability in day and night temperature related to topography.

• We DO have MtnRT data that adequately represents a 24hr period for particular locales.

• Alan Fox to go to WRF_EMS training at UCAR. Training concentrates on the meteorological principles behind WRF. Purpose: to learn how to best represent parameters from WRF relating to LW at smaller resolution in the midwest and west, e.g. 7 km.

Page 22: Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 alan@foxweather.com April 12, 2007

Some Benchmark Times for OR/S_WA and NORCAL

• One-Way Nest 9 hrs 10 min from start to finish (including data download (30 min), processing and post-processing for OR/S_WA (2 processors).

• One-Way Nest 7 hrs 10 min from start to finish including downoad, processing and post-processing for OR/W_WA (4 processors).

• One-Way nest 6 hours for NORCAL-sized region (2 processors), and 4.5-5.0 hours for NORCAL-sizedd region (4 processors).

Page 23: Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13 th St. Fortuna, CA 95540 805 469-1368 707 725-8013 alan@foxweather.com April 12, 2007

Summary

• With its 36 km grid, WRF adds a new and necessary intermediate step to the forecasting system that bridges the gap between the 100 km native GFS data and the 1.5-2 km resolution required by disease weather forecasting.

• WRF still allows the simulations out 7 days which other models (NAM) do not.

• WRF 36 km can run on a single server (64 bit, dual or quadruple Opteron), and is currently running in the dual Opteron configuration at Fox Weather\Fortuna.