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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 alan@foxweather.com April 12, 2007. Developments Since Dec 2006. Upgrades to MtnRT Installed WRF and configured Forecast System for California regions MtnRT+WRF.
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Updates to LW Forecast System Alan Fox Fox Weather, LLC 726 13th 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
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.
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).
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
Sample Forecast Temperature/Dewpoint Curve over a 24hr day – Sample 1
Sample Forecast Temperature/Dewpoint Curve over a 24hr day – Sample 2
Sample Final Temp/Dewpt/LW Forecast for Sand Canyon, Orange County, Calif
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.
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)
WRF Product Samples CURRENT DOMAIN FOR FOX WEATHER’S WRF (INCLUDES S BORDERS OF ARIZONA AND CALIFORNIA AND NORTH SHORE OF GULF OF CALIF)
Some Preliminary Comparisons: WRF and MtnRT Skin Temp Ramona, CA station 33.03/-116.88 42hr forecast: 92F, observed Tmax 76 Riverside, CA 42hr forecast: 88, observed Tmax 81
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
Some Preliminary Comparisons: WRF and MtnRT RIVERSIDE, CA 48HR FORECAST FROM MtnRT 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 RAMONA, CA 48HR FORECAST FROM MtnRT 31 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 Ramona, CA MtnRT Forecast Tmax 88.6, Obsvd Tmax 76. Riverside CA MtnRT Forecast Tmax 76, Obsvd Tmax 81.
Nearby Station Observations for 4/4/2007RIV=Riverside, RNM=Ramona, ONT=Ontario
CONDITIONS AT 850 MB (1500 M) AND 700 MB (3000 M) AT 00Z APR 5, 2007, (1600 PST APR 4) iI II II II II II II II II II II II II II II II II II II Note the east (downslope) wind at 700 mb (nominally 3000 m) and SE (marginally downslope) at 850 mb (1500 ft)
MtnRT TMIN FORECASTS 4/13/07 • RIVERSIDE.....108hr fcst from MtnRT... • 70 04/12/2007 2100 36.0 35.5 4.9 0.000 • 04/12/2007 2200 34.0 33.0 4.0 0.000 • 04/12/2007 2300 33.2 32.2 2.2 0.000 • 04/13/2007 0000 32.8 31.8 2.3 0.000 • 04/13/2007 0100 32.7 31.7 2.4 0.000 • 04/13/2007 0200 32.7 31.7 2.4 0.000 • 04/13/2007 0300 32.7 31.7 2.5 0.000 • 04/13/2007 0400 32.7 31.7 2.6 0.000 • 04/13/2007 0500 32.7 31.7 2.0 0.000 • 04/13/2007 0600 32.7 31.7 2.6 0.000 • 04/13/2007 0700 34.1 33.6 3.3 0.000 • 04/13/2007 0800 41.7 28.8 2.7 0.000 • 04/13/2007 0900 52.1 20.0 3.2 0.000 • 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 45 SAN JUAN CREEK 33
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.
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.
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).
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.