Post on 16-Jan-2016
Mesoscale model support for the 2005 MDSS demonstration
Paul SchultzNOAA/Earth System Research Laboratory
Global Systems Division(formerly Forecast Systems Laboratory)
Domain for 2005 MDSSdemonstration
Ensemble configuration
• Two models (WRF, MM5)
• Re-initialized with new radar, satellite data every hour– Surface obs, profilers, GPS vapor, ACARS …
• Forecasts out to 18 hours
• Transmitted in real time to NCAR
Temperature verification statistics
Temperature (deg C)
Wind speed (m/s)
Dewpoint (deg C)
RMS bias RMS bias RMS bias
MM5 3.2 +0.2 2.4 +1.6 3.7 +1.5
WRF 3.0 +1.3 2.3 +1.3 3.7 +2.2
Eta 2.7 +0.5 2.7 -0.2 2.6 +1.7
Table 1. 12-h forecast verification statistics from the 2004 MDSS demonstration conducted in Iowa.
Temperature (deg C)
Wind speed (m/s)
Dewpoint (deg C)
RMS bias RMS bias RMS bias
MM5 3.2 +0.9 2.2 +0.7 3.3 +1.5
WRF 3.2 +1.0 2.2 +1.2 3.9 +2.2
Eta 2.3 +0.5 2.1 +0.4 2.8 +1.1
Table 2. 12-h forecast verification statistics from the 2005 MDSS demonstration conducted in Colorado.
A closer lookWRF temperature bias
-1
-0.5
0
0.5
1
1.5
2
0 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30 32 34
Forecast hour
Bia
s (d
eg C
)
00Z
01Z
02Z
03Z
04Z
05Z
06Z
07Z
08Z
09Z
10Z
11Z
12Z
Figure 5. Time series of temperature forecast biases from WRF.
Case of 10 April 2005
WRF temperature forecasts
-3
0
3
6
9
12
15
18
4/10/05 0:00 4/10/05 6:00 4/10/05 12:00 4/10/05 18:00 4/11/05 0:00 4/11/05 6:00 4/11/05 12:00
time
tem
per
atu
re
observations
00Z
06Z
12Z
18Z
00Z
Eta temperature forecasts
-3
0
3
6
9
12
15
18
4/10/05 0:00 4/10/05 6:00 4/10/05 12:00 4/10/05 18:00 4/11/05 0:00 4/11/05 6:00 4/11/05 12:00
time
tem
pera
ture
observations
00Z
06Z
12Z
18Z
00Z
Precipitation verification
Figure 7. Three-hour precipitation forecast verification from the 2004 MDSS demonstration in Iowa.
Figure 8. Three-hour precipitation forecast verification from the 2005 MDSS demonstration in Colorado.
LAPS hot start initialization eliminates precipitation spin-up in
numerical weather predictionEquitable skill score for WRF QPF > .01"
during 2005 MDSS demonstration
0
0.05
0.1
0.15
0.2
0.25
1 2 3 4 5 6 7 8 9 10 11 12
Forecast (h)
Eq
uit
able
ski
ll s
core
WRF
Typical spin-up (artist’s
conception)
Issues
• Vertical resolution– Resolving shallow cold air masses– Time step impacts
• Surface fluxes– Implementation of HRLDAS– Assimilation of soil temperature data
• Initialization– Hot start errors– Detection/correction of upstream problems
• Funding– Future is severely threatened