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Translating verification experience from meteorology to space weatherSuzy Bingham
ESWW splinter session, Thurs. 20th Nov.
Current space weather validation, verification & metrics
• Validation: plans to work with CCMC for TEC validation.
• Verification: plan to use experience in terrestrial methods; to verify models & forecaster warnings.
• Application metrics/KPIs: have extended terrestrial infrastructure to monitor space weather systems. Plan to verify for stakeholders.
Met Office forecaster Webpages: Enlil & REFM.
Verification of forecasts
• Why verify: to understand quality/accuracy, evidence for stakeholders, forecaster feedback, to further improve, to compare models/methods.
• Space weather forecasters produce guidance: twice daily. These forecasts include probability forecasts for geomagnetic storms, X-ray flares, high energy protons & high energy electrons.
Example probability forecasts
Verification of forecasts
Metrics/performance indicators used in terrestrial weather forecasting verification for stakeholders (with examples):
1. Severe weather warning accuracy (score: impact level, area covered & validity time)
2. Forecast accuracy (e.g. daily minimum temp accuracy should be +/-2°C)
3. Public value (“How useful are forecasts these days”?)
4. Public reach (“Have you seen any weather warnings in the last few days?”)
5. Service quality (Timeliness scores for model delivery.)
6. Emergency responder value (How satisfied are you with the service?”)
7. Responder reach (Availability of Hazard Manager application to emergency responder community)
8. National capability (95% of lightning location data messages should be available within a certain time.)
9. Milestone achievement (Develop a national electronic weather data archive)
© Crown copyright Met Office
Verification of warnings
time
Low Event threshold
HIT
FALSE ALARM
MISSMISS
NON-EVENT
NON-EVENT
Warning period End time + late hit period
Issue time
EARLY HIT
LATE HIT
Event threshold EARLY
LOW HIT
LATE LOW HIT
LOW HIT
Introducing the warnings verification system
Gale warning verification
St Judes Storm 27-28 October 2013...
... a hit!
0
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0.9
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0 0.2 0.4 0.6 0.8 1
FALSE ALARM RATE
HIT
RA
TE
NO FLEXTEMPORAL FLEXTEMPORAL + INTENSITY FLEXno skill
Performance: ROC plot
Performance of Forecaster issued Heavy Rainfall Alerts in 2012:
© Crown copyright Met Office
0.50.60.70.80.9
1
RO
C a
rea
Application metrics:timely, reliable, robust
Timeliness plot for Global Model.
Server monitoring to verify system is robust/reliable.
Data latency
• SOHO: EIT 4 channels, LASCO – C2, C3
• LASCO C2 & C3 – 12 min cad / ~1-2 hrs latency (but data gaps – sometimes up to 5 hrs).
• SDO: AIA 12 channels, HMI-magnetogram
• STEREO A&B – COR1, COR2, EUVI
• cadence: COR1 – 1hr, COR2 – 15 min, EUVI – 10 min
• latency – 1-3 hrs (but currently very big data gaps/no data).
• ENLIL: run every 2 hours
• Run completed / graphics produced around 4 hrs after model analysis time (ie T=0).
WMO Coronograph image requirements, OSCAR webpage
Met Office Business Performance Measures (BPMs)
The Met Office BPMs are: Forecast accuracy, Growth, Reach, Customer & Service Delivery, Efficiency & Sustainability Excellence.
Verification underpins the Forecast Accuracy BPM which is set by government. This BPM is to improve:
1. Global NWP Index
2. UK NWP Index
3. Public Forecasts
4. Customer Forecasts
Global NWP Index is compiled from:• Mean sea-level pressure,• 500 hPa height,• 850 hPa wind,• 250 hPa wind.
Plot showing increase in Global NWP Indexwhich shows an improvement in Global model accuracy.
Summary
• Met Office is currently applying some validation, verification & metrics to space weather models/service (e.g. verifying reliability of service).
• Met Office is planning to take part in CCMC TEC challenge with initial longitudinal section case studies over Europe.
• Met Office is planning to adapt terrestrial verification methods to space weather to allow forecasters to understand warning accuracy (e.g. flexible verification system).
• Met Office would like to provide simple metrics to stakeholders.
Useful links
• WMO space weather observation requirements, Observing Systems Capability Analysis & Review Tool: http://www.wmo-sat.info/oscar/applicationareas/view/25
• Forecast verification, Centre for Australian Weather & Climate Research: www.cawcr.gov.au/projects/verification/
• http://www.eumetcal.org/resources/ukmeteocal/temp/msgcal/www/english/courses/msgcrs/crsindex.htm
• NOAA verification metrics glossary: http://www.nws.noaa.gov/oh/rfcdev/docs/Glossary_Verification_Metrics.pdf
Questions and answers
Verification of forecasts
Metrics/performance indicators used in terrestrial weather forecasting verification for stakeholders:
1. Severe weather warning accuracy
2. Forecast accuracy
3. Public value
4. Public reach
5. Service quality
6. Emergency responder value
7. Responder reach
8. National capability
9. Milestone achievement
0-2 Very Poor Warning was missed or gave very poor guidance to customer, perhaps being classed as a “False Alarm”
3-4 Poor Guidance
Although a warning was issued it gave poor guidance to the customer
5-7 Good Guidance
A warning was issued which gave generally good guidance to the customer
8-9 Excellent Guidance
The warning issued gave excellent guidance to the customer
Scoring for quality of sever weather warning.
Performance: reliability
Performance of Forecaster issued Heavy Rainfall Alerts in 2012:
0.0
0.1
0.2
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0.4
0.5
0.6
0.7
0.8
0.9
1.0
0.0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1.0
Probability
Ob
serv
ed
Re
lativ
e F
req
ue
ncy
no resolution
no skill
NO FLEX
TEMPORAL FLEX
TEMPORAL+INTENSITY FLEX
perfect reliability
© Crown copyright Met Office
0.0
0.1
0.2
0.3
0.4
0.5
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0.8
0.9
1.0
0.0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1.0
Probability
Ob
serv
ed
Re
lativ
e F
req
ue
ncy
01234567
0.3 0.5 0.8probability
tho
usa
nd
s o
f wa
rnin
gs
Met Office Business Performance Measures (BPMs)
The Met Office BPMs are: Forecast accuracy, Growth, Reach, Customer & Service Delivery, Efficiency & Sustainability Excellence.
Verification underpins the Forecast Accuracy BPM which is set by government. This BPM for FY13/14 was to improve:
1. Global NWP Index - 101.88 with a stretch of 102.43.
2. UK NWP Index - 123.05 with a stretch of 123.9.
3. Public Forecasts- 12/17 forecast targets met with a stretch of 17/17.
4. Customer Forecasts- 2/3 forecast targets met with a stretch of 3/3.
Global NWP Index is compiled from:• Mean sea-level pressure,• 500 hPa height,• 850 hPa wind,• 250 hPa wind.
Plot showing increase in Global NWP Indexwhich shows an improvement in Global model accuracy.