cips analog-based severe probability guidance workshops/cips analog-based... · old cips analog...
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CIPSAnalog-Based Severe Probability Guidance
Alex ElmoreDr. Charles Graves
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How We Use AnalogsOld CIPS Analog System
● Analogs: Past weather patterns● STEP 1: Find analogs that match
the forecast● STEP 2: Frequency of hazard or
threshold showing up at a grid point in analogs
Severe Report Frequency
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How We Use AnalogsOld CIPS Analog System
● Analogs: Historical Weather Patterns
● STEP 1: Find analogs that match the forecast
● STEP 2: Frequency of hazard or threshold showing up at a grid point in analogsApproximate frequency around St. Louis=~30%. This translates to ~5 out of 15 analogs having severe here.
Severe Report Frequency
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Not Your Father’s CIPSNew CIPS Analog System
● Still uses top matching analogs● Still uses severe reports● Machine Learning-based
probabilities
...Why are we doing this?
Probability of All Severe Hazards
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“Integrating the power of human skill with the efficiency of new computing technology will revolutionize hazard forecasting, enabled by machine learning and advanced probabilistic tools.”
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GEFS 500mb Heights Valid 168 Hours Out (Day 7)
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How Does It Work?
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STEP 1: Analogs are found based on the 24-192 hour forecasts of 0000 UTC GEFS Mean
0000 UTC GEFS
F024 F048 F072 F096 F120 F144 F168 F192
Day 1 Day 2 Day 3 Day 4 Day 5 Day 6 Day 7 Day 8
Fields Used
Mass Fields
300mb Heights
500mb Heights
850mb Heights MSLP
Thermal Fields
500mb Temps
700mb Temps
850mb Temps
2m Temps
Moisture Fields
700mb Specific Humidity
850mb Specific Humidity
2m Specific Humidity
PWAT
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STEP 1: Analogs are found based on the 24-192 hour forecasts of 0000 UTC GEFS Mean
0000 UTC GEFS
F024 F048 F072 F096 F120 F144 F168 F192
Day 1 Day 2 Day 3 Day 4 Day 5 Day 6 Day 7 Day 8
Fields Used
Mass Fields
300mb Heights
500mb Heights
850mb Heights MSLP
Thermal Fields
500mb Temps
700mb Temps
850mb Temps
2m Temps
Moisture Fields
700mb Specific Humidity
850mb Specific Humidity
2m Specific Humidity
PWAT
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STEP 2: Machine Learning algorithm examines the relationship between analogs and severe reports
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STEP 3: Machine Learning algorithm applies historical relationship to forecast. Output is probability of severe within 110km of a grid point.
Pixel Map Smoothed Map
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Hazards Probability ofAll Severe Hazards
Probability of Severe Wind Probability of Severe Hail Probability of Tornado
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Analog Seasonal Source
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Best Matching Analog Fields
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Worst Matching Analog Fields
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Most Used Fields
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Least Used Fields
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How Does It Perform?
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All Severe Reliability
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Wind Reliability
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Hail Reliability
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Tornado Reliability
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Limitations
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F024 (Day 1)
Limitations: Anomalous Events
F048 (Day 2) F072 (Day 3) F096 (Day 4)
F120 (Day 5) F144 (Day 6) F168 (Day 7) F192 (Day 8)
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Limitations: Late Period & Mesoscale Events
F024 (Day 1) F048 (Day 2) F072 (Day 3) F096 (Day 4)
F120 (Day 5) F144 (Day 6) F168 (Day 7) F192 (Day 8)
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00-11UTC Radar Mosaic
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Ongoing WorkNew Version:● Each GEFS member is
processed individually● Allows for use of percentile
statistics (assess uncertainty)
Mean (Currently Used)
Median Spread (IQR)
25th Percentile 75th Percentile
F192 (Day 8) Valid 20110428 at 0000 UTC
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GEFS 500mb Heights Valid 168 Hours Out (Day 7)
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SummaryThank You: NWS and SPC collaboratorsKyle Perez - Springfield, MO WFO
(Former SLU Master’s Student)
Funded by:NOAA CSTAR Grant NA16NWS4680008
Contact:[email protected]
@CIPSAnalogs
Link to real-time guidance:www.eas.slu.edu/CIPS/SVRprob/SVRprob.php
Purpose: ● Provide probabilistic guidance
for severe weather
Strengths:● Identifies severe potential of
large-scale pattern
● Provides forecast certainty/uncertainty
Limitations: ● Based on single model/ensemble
● Early- or late-period events
● Mesoscale events