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Implementation of New Air-Sea Exchange Coefficients(Cd/Ch)
into the Operational HWRF Model:
Impact on Hurricane Intensity Forecast Skill
Young C. Kwon, Robert Tuleya, Hua-lu Pan, Vijay Tallaparagada, William Lapenta and Steve Lord
(EMC/NCEP/NWS/NOAA)
Motivation
The HWRF model showed the strong positive intensity bias during the 2008 and 2009 season
Because the main energy source and sink of hurricanes are enthalpy and momentum fluxes from the ocean, sensitivity tests of air-sea exchange coefficients are performed to improve the intensity forecast skill of HWRF by reducing the intensity bias
Test results show that the observation based Cd (Powell 2003) and Ch (CBALST 2007) combination produced the best performance
Cd profiles vs wind speed
y = 8E-11x4 - 2E-08x3 + 1E-06x2 + 5E-07x + 0.001
y = 3E-07x2 + 1E-05x + 0.0009
y = 6E-11x4 - 1E-08x3 + 5E-07x2 + 2E-05x + 0.0009
y = 3E-09x3 - 6E-07x2 + 4E-05x + 0.0008
0
0.0005
0.001
0.0015
0.002
0.0025
0.003
0.0035
0.004
0.0045
0.005
0 20 40 60 80 100 120
wind speed (m/sec)
cd
new-lin
new-dec
new-inc
opr
powell
Linear (new-lin)
Poly. (new-dec)
Poly. (new-inc)
Poly. (opr)
Poly. (powell)
ch profile vs wind speed
y = 2E-07x2 + 4E-05x + 0.0011
y = -5E-07x2 + 5E-05x + 0.0011
0
0.001
0.002
0.003
0.004
0.005
0.006
0.007
0.008
0 20 40 60 80 100 120
wind speed (m/sec)
ch
lin
inc
dec
opr
jun
Poly. (inc)
Linear (lin)
Poly. (dec)
Linear (jun)
Linear (opr)
Cd Profiles vs wind speed
Ch Profiles vs wind speed
CBLAST
2003 Powell
operational
operational
Ratio of Ch to Cd for Operational and Modified
HWRF Configurations
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
10m wind speed (m/sec)
Ch
/Cd
ch_opr/ch_opr
ch_cblat/cd_Powell_03
Operational HWRF
Modified (test)
Experiment Design
Cases: Total of 154 runsHurricane Fay:
2008.08.15.18 – 2008.08.24.00 (33 runs)
Hurricane Gustav:
2008.08.25.12 – 2008.09.01.18 (30 runs)
Hurricane Hanna:
2008. 08.28.06 – 2008.09.07.00 (39 run)
Hurricane Ike:
2008.09.01.12 – 2008.09.14.06 (52 runs)
HWRF Configurations:1) H48N: Operational HWRF (blue)
2) H5_5: Modified Ch/Cd (purple)
Cd: 2003 Powell
Ch: CBALST (Jun Zhang et al, 2007)
Max. Improvement: ~ 22% (4.3kt)
Avg Intensity Error
Avg Track Error
Reduction of intensity error
No impact on track error
-4
-2
0
2
4
6
8
10
12
14
16
0 12 24 36 48 72 96 120
h48n
h5-5
0
5
10
15
20
25
0 12 24 36 48 72 96 120
h48n
h5-5
Intensity Bias
Standard Deviation
Reduction in HWRF intensity bias for longer lead time guidance
0
5
10
15
20
25
30
35
40
45
50
0 12 24 36 48 72 96 120
H48N
H5-5
Number of superior performance
Max. Improvement: ~ 35% (8.0kt)
Intensity Error (IKE)
Track Error (IKE)
Fay
Fay
Max. Improvement: ~ 24%
Intensity Error (FAY)
Track Error (FAY)
-8
-6
-4
-2
0
2
4
6
8
0 12 24 36 48 72 96 120
bias h48n
bias h5-5
0
2
4
6
8
10
12
14
16
18
20
0 12 24 36 48 72 96 120
h48n
h5-5
Intensity Bias
Standard Deviation
Summary
• The observation based Cd and Ch improve the intensity forecast skill of HWRF model about 20%
• The positive intensity bias of HWRF reduce about half at the 4-5 day forecast
• The track forecast skill remains the same with change of Cd and Ch
Future plan
1. Changing momentum Zo and thermal Zo instead of directly modifying Cd /Ch (Bob Tuleya, Issac Ginis)
Zom from wave mode ouput HWRF surface physics surface fluxes
2. Conduct experiments to improve the boundary layer physics of HWRF (J. Han GFS physics member)
Courtesy to Isaac Ginis
Coupled-Wave model output