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Slide 1
Slide 1
Current ECMWF ensemble-based tools
for forecasters
David Richardson
Head, Meteorological Operations Section
Thanks to Fernando Prates, Tim Hewson
HFIP Workshop 20-21 April 2010
Slide 2
Slide 2
Summary
ECMWF EPS: 50 members, 32km resolution to day 10 then 50
km to day 15. Runs twice per day
If a TC is reported at analysis time then perturbations are
generated targeted on TC (using singular vectors)
All TCs reported at analysis time are tracked in each EPS member
Current products:
• Individual tracks (all members, control, high resolution model)
• Strike probability
• Feature-specific “EPSgrams”: EPS distribution of maximum
wind and minimum pressure following the TC track
Under test:
• Include TC genesis
• More interactivity on web products
HFIP Workshop 20-21 April 2010
Slide 3
Slide 3
TC products available on web for WMO users
TC track from each
ensemble member
(thin lines)
Strike probability
(shading)
Shows which areas
are more at risk
HFIP Workshop 20-21 April 2010
Slide 4
Slide 4
Katrina forecasts (days from landfall)
•4 days •3 days
•1.5 days
Ensemble clearly shows
changing uncertainty in tracks
HFIP Workshop 20-21 April 2010
Slide 5
Slide 5
TC products: Lagrangian EPSgram
Feature-based
Shows max wind and central
pressure along the TC track
Box-whisker: EPS distribution
Green line: EPS control
Blue line: high-resolution
deterministic forecast
In this example clear impact of
resolution on intensity; EPS still
gives useful information on
associated uncertainty
Deterministic Forecast and EPS Distribution 26 August 2005 12 UTC
Tropical Cyclone KATRINA (12L) starting from 25.2 N 81.9 W
EPS Lagrangian Meteogram
0
10
20
30
40
50
Number of EPS Members Tracked
0
10
20
30
40
50
60
10m Wind Speed (m/s)
940
960
980
1000
1020
FRI SAT SUN MON TUE WED26
AUGUST2005
27 28 29 30 31
Mean Sea Level Pressure in Cyclone Centre (hPa)
min
25%
median
75%
max
HFIP Workshop 20-21 April 2010
Slide 6
Slide 6
TC genesis
Increasingly ECMWF forecasts pick up tropical cyclones
before they are officially reported
In 2008, Atlantic hurricanes were predicted 5-7 days before
they were observed
TS/Hurricane 1st Observed date Forecast detection
Fay 16-Aug D+6 (run: 10-Aug)
Gustav 25-Aug D+5 (run: 20-Aug)
Hanna 28-Aug D+5 (run: 23-Aug)
Ike 02-Sep D+7 (run: 26-Aug)
Josephine 03-Sep D+5 (run: 29-Aug)
HFIP Workshop 20-21 April 2010
Slide 7
Slide 7
L
LL
L
L L
L
L L
1016
1016
1016
5°N5°N
10°N 10°N
15°N15°N
20°N 20°N
25°N25°N
30°N 30°N
85°W
85°W 80°W
80°W 75°W
75°W 70°W
70°W 65°W
65°W 60°W
60°W 55°W
55°W 50°W
50°W 45°W
45°W 40°W
40°W 35°W
35°W 30°W
30°W 25°W
25°W 20°W
20°W
Tuesday 26 August 2008 12UTC ECMWF Forecast t+120 VT: Sunday 31 August 2008 12UTC Surface: Mean sea level pressure
L
LL
L
LL
L
L
L
1008
1016
1016
1016
5°N5°N
10°N 10°N
15°N15°N
20°N 20°N
25°N25°N
30°N 30°N
85°W
85°W 80°W
80°W 75°W
75°W 70°W
70°W 65°W
65°W 60°W
60°W 55°W
55°W 50°W
50°W 45°W
45°W 40°W
40°W 35°W
35°W 30°W
30°W 25°W
25°W 20°W
20°W
Sunday 24 August 2008 12UTC ECMWF Forecast t+168 VT: Sunday 31 August 2008 12UTC Surface: Mean sea level pressure
LL
L
L
L
L
L
L
L
L
L
L
L1016
1016
1016
5°N5°N
10°N 10°N
15°N15°N
20°N 20°N
25°N25°N
30°N 30°N
85°W
85°W 80°W
80°W 75°W
75°W 70°W
70°W 65°W
65°W 60°W
60°W 55°W
55°W 50°W
50°W 45°W
45°W 40°W
40°W 35°W
35°W 30°W
30°W 25°W
25°W 20°W
20°W
ECMWF Analysis VT:Sunday 31 August 2008 12UTC Surface: Mean sea level pressure
5°N5°N
10°N 10°N
15°N15°N
20°N 20°N
25°N25°N
30°N 30°N
85°W
85°W 80°W
80°W 75°W
75°W 70°W
70°W 65°W
65°W 60°W
60°W 55°W
55°W 50°W
50°W 45°W
45°W 40°W
40°W 35°W
35°W 30°W
30°W 25°W
25°W 20°W
20°W
Surface: Mean sea level pressureTuesday 26 August 2008 00UTC ECMWF EPS Control Forecast t+120 VT: Sunday 31 August 2008 00UTC
5
10
20
30
40
50
60
70
80
90
101
Gustav
Gustav
IKE
Hanna
Hanna
IKE
Hanna
Gustav
IKE
5 day
forecast
Strike probability for 24 hrs centred T+132
Probability passing within 120 km
Active Atlantic hurricane season 2008
7 day
forecast
analysis5 day EPS
forecast
HFIP Workshop 20-21 April 2010
Slide 9
Slide 9
Cyclones ULUI & TOMAS
VT: 11-13 March 12-12Z
EPS
Strike Probability for
48hrs
03@12 D+10
07@12 D+606@12 D+705@12 D+8
04@12 D+9
10@12 D+309@12 D+408@12 D+5
ULUITOMAS
HFIP Workshop 20-21 April 2010
Slide 10
Slide 10
TC genesis: monthly forecast
Once a week the 15-day EPS is extended out to 1 month ahead
Same TC tracker is run throughout the forecast
Genesis probability maps are produced for 7-day periods
Probabilities are presented as anomalies – i.e. is a TC more or
less likely to occur compared to the climatological frequency
The EPS re-forecasts are used to generate a model climatology
of TC activity
Re-forecasts are 5-member EPS run for current date for last 18
years, all run using operational model configuration
HFIP Workshop 20-21 April 2010
Slide 11
Slide 11
Basin activity: monthly forecast
HFIP Workshop 20-21 April 2010
80°S80°S
70°S 70°S
60°S60°S
50°S 50°S
40°S40°S
30°S 30°S
20°S20°S
10°S 10°S
0°0°
10°N 10°N
20°N20°N
30°N 30°N
40°N40°N
50°N 50°N
60°N60°N
70°N 70°N
80°N80°N
20°E
20°E 40°E
40°E 60°E
60°E 80°E
80°E 100°E
100°E 120°E
120°E 140°E
140°E 160°E
160°E 180°
180° 160°W
160°W 140°W
140°W 120°W
120°W 100°W
100°W 80°W
80°W 60°W
60°W 40°W
40°W 20°W
20°W
0 00 00 0.060.2 0.060 0
0.02 0.22 0.64 0.44 0.01 0.17
Not Significant Significant at 5%
Ensemble size = 51,climate size = 90
Forecast start reference is 18/03/2010
Tropical Storm Frequency
ECMWF Monthly Forecast
Climate = 1992-2009
22/03-28/03/2010
DAY 05-11
Forecast mean Climate median
Slide 12
Slide 12
Basin activity: monthly forecast
HFIP Workshop 20-21 April 2010
80°S80°S
70°S 70°S
60°S60°S
50°S 50°S
40°S40°S
30°S 30°S
20°S20°S
10°S 10°S
0°0°
10°N 10°N
20°N20°N
30°N 30°N
40°N40°N
50°N 50°N
60°N60°N
70°N 70°N
80°N80°N
20°E
20°E 40°E
40°E 60°E
60°E 80°E
80°E 100°E
100°E 120°E
120°E 140°E
140°E 160°E
160°E 180°
180° 160°W
160°W 140°W
140°W 120°W
120°W 100°W
100°W 80°W
80°W 60°W
60°W 40°W
40°W 20°W
20°W
0 10 13.04 15.13 10.17 1
4.31 1 0.49 1 0.01 1
Not Significant Significant at 5%
Ensemble size = 51,climate size = 90
Forecast start reference is 18/03/2010
Accumulated Cyclone Energy
ECMWF Monthly Forecast
Climate = 1992-2009
22/03-28/03/2010
DAY 05-11
Forecast mean Climate median
Slide 13
Slide 13
Basin activity: monthly forecast
HFIP Workshop 20-21 April 2010
80°N
70°N
60°N
50°N
40°N
30°N
20°N
10°N
0°N
10°S
20°S
30°S
40°S
50°S
60°S
70°S
80°S
80°N
70°N
60°N
50°N
40°N
30°N
20°N
10°N
0°N
10°S
20°S
30°S
40°S
50°S
60°S
70°S
80°S
340°E320°E300°E280°E260°E240°E220°E200°E180°E160°E140°E120°E100°E80°E60°E40°E20°E
340°E320°E300°E280°E260°E240°E220°E200°E180°E160°E140°E120°E100°E80°E60°E40°E20°E
< 10% 10.. 20 20.. 30 30.. 40 40.. 50 50.. 60 60.. 70 70.. 80 80.. 90 > 90%
Probability of a TS passing within 300km radius
Weekly mean Tropical Storm Strike Probability. Date: 20100318 0 UTC t+( 96-264)
Slide 14
Slide 14
Basin activity: monthly forecast
HFIP Workshop 20-21 April 2010
80°N
70°N
60°N
50°N
40°N
30°N
20°N
10°N
0°N
10°S
20°S
30°S
40°S
50°S
60°S
70°S
80°S
80°N
70°N
60°N
50°N
40°N
30°N
20°N
10°N
0°N
10°S
20°S
30°S
40°S
50°S
60°S
70°S
80°S
340°E320°E300°E280°E260°E240°E220°E200°E180°E160°E140°E120°E100°E80°E60°E40°E20°E
340°E320°E300°E280°E260°E240°E220°E200°E180°E160°E140°E120°E100°E80°E60°E40°E20°E
< -40% -40..-30 -30..-20 -20..-10 -10.. 10 10.. 20 20.. 30 30.. 40 > 40%
Probability of a TS passing within 300km radius
Weekly mean Anomaly of Tropical Storm Strike Probability. Date:20100318 0 UTC t+( 96-264)
Slide 15
Slide 15
Cyclones ULUI & TOMAS
Monthly Forecast
Weekly Mean anomaly of tropical Storm
Strike probability
TC observations 11-13 March
25th Feb days 12-18
04th Mar days 12-1804th Mar days 5-11
VT: 8th to 14th Mar 2010 VT: 15th to 21st Mar 2010
HFIP Workshop 20-21 April 2010
General MOGREPS-15 Products using Typhoon Lupit and Hurricane Ike Examples. (Includes the possibilities of multimodel plots for Ike using ECMWF
cxml data.)
Richard Swinbank and Piers Buchanan
HFIP Workshop 20-21 April 2010
Lupit: MOGREPS-15 12Z forecast from 21st October
2009
Actual Lupit Track (source: wikipedia)
HFIP Workshop 20-21 April 2010
MOGREPS-15 general basin products from 12Z forecast on
21st October 2009
HFIP Workshop 20-21 April 2010
© Crown copyright Met Office
September 5th 2008 at 12Z
• Test of multi-model product
• Combined strike probability for ECMWF and MOGREPS
• Uses CXML files from TIGGE
Slide 20
Slide 20
EPS products – general developments
Growing use of forecast products on the web
Users request more tailored products and interactivity
this requires on-demand plot production
No specific applications for TCs (yet)
Few examples:
Extra-tropical cyclonic feature tracker
Clickable extreme forecast index (EFI)
New interactive on-demand web
HFIP Workshop 20-21 April 2010
Slide 21
Slide 21
Extra-tropical feature tracking
HFIP Workshop 20-21 April 2010
User can click on any spot (= cyclonic feature)
to see how that feature evolves in the EPS
Slide 22
HFIP Workshop 20-21 April 2010
Slide 23
Extra-tropical feature tracking
HFIP Workshop 20-21 April 2010
User can click on any spot (= cyclonic feature) to
see how that feature evolves in that member
Slide 24
Slide 24
Prototype: Forecasting tool
Interactivity: zooming, panning, …
Customisation:
Probabilities threshold, …
Show/hide, add/remove layers
Related products: Meteograms
HFIP Workshop 20-21 April 2010
Slide 25
Slide 25HFIP Workshop 20-21 April 2010
Probability of more
than 5mm precipitation
in 24 hours (T+ 84-108)
Slide 26
Slide 26HFIP Workshop 20-21 April 2010
User can change
accumulation period
and threshold
Slide 27
Slide 27HFIP Workshop 20-21 April 2010
Slide 28
Slide 28HFIP Workshop 20-21 April 2010
New plot is generated
in real time
Slide 29
Slide 29
Summary of products
Current products (available to WMO members):
Individual tracks (all members, control, high resolution model)
• On GTS, also CXML for TIGGE
Strike probability
Feature-specific “EPSgrams”: EPS distribution of maximum wind
and minimum pressure following the TC track
Under test:
Include TC genesis
Basin activity summary (TCs, ACE)
• Already operational for seasonal forecasts
More interactivity on web products
Use of re-forecast EPS for reference/calibration
HFIP Workshop 20-21 April 2010