utilization of a high resolution weather and impact model to predict hurricane irene

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ON IT Utilization of a High Resolution Weather and Impact Model to Predict Hurricane Irene Northeast Regional Operations Workshop 2011 Albany, NY Brandon Hertell Lloyd Treinish, Anthony Priano, Hongfei Li, James Cipriani IBM – Thomas J. Watson Research Center

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Utilization of a High Resolution Weather and Impact Model to Predict Hurricane Irene. Northeast Regional Operations Workshop 2011 Albany, NY Brandon Hertell. Lloyd Treinish, Anthony Priano , Hongfei Li, James Cipriani IBM – Thomas J. Watson Research Center. - PowerPoint PPT Presentation

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Page 1: Utilization of a High Resolution Weather and Impact Model to Predict Hurricane Irene

ON IT

Utilization of a High Resolution Weather and Impact Model to Predict Hurricane Irene

Northeast Regional Operations Workshop 2011

Albany, NY

Brandon Hertell

Lloyd Treinish, Anthony Priano, Hongfei Li, James Cipriani

IBM – Thomas J. Watson Research Center

Page 2: Utilization of a High Resolution Weather and Impact Model to Predict Hurricane Irene

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OverviewCon Edison, Inc. Service Territory

• 3.2 million electric customers

• 1.0 million gas customers

• 1,800 steam customers

• 709 MW of regulated generation

Con Edison Co. of New York

• 300,000 electric customers

• 127,000 gas customers

Orange and Rockland

2

Page 3: Utilization of a High Resolution Weather and Impact Model to Predict Hurricane Irene

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OverviewWeather Model

• Utilize WRF-ARW

– 2km resolution forecast

– Assimilate additional weather data

– 24hr/84hr forecast 2x daily (0z,12z)

– Temp, wind, wet bulb, precip

– Content available via web browser

– Email alert system

Model Domain

2 km6 km18 km

Page 4: Utilization of a High Resolution Weather and Impact Model to Predict Hurricane Irene

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OverviewImpact Model

Westchester Substation Map

Westchester County overhead electric

• Post-Process of weather model

• Output # of jobs per substation

• Quantifies uncertainty

• Email alert system

• Predictive & Nowcast “mode”

Page 5: Utilization of a High Resolution Weather and Impact Model to Predict Hurricane Irene

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Deep Thunder Weather Model

Forecast

OverviewImpact Model

Impact ModelHistorical Damage

Data

Historical Weather

Data

Calibrated Weather

Model

Gust Calculation

Model Training

Model Training

PredictiveNowCast

Real Time Observations

Model DesignPredictive vs. Nowcast

Page 6: Utilization of a High Resolution Weather and Impact Model to Predict Hurricane Irene

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OverviewTropical Storm Irene

• Land fall over NYC as a Tropical Storm

• Long duration by hurricane standards (18+ hours)

• Sustained winds 20-50mph

• Wind gusts 40-70mph

• Tornado in Queens

• Rainfall 5-10” (12” north NYC)

• 187,800 customers affected

Page 7: Utilization of a High Resolution Weather and Impact Model to Predict Hurricane Irene

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Results

8986 987 2226 2069 1127 1790

Friday 26th Saturday 27th

0z 12z 0z 12z

Predictive Predictive Nowcast Actual

Sunday 28th

Predicted jobs vs. actual jobs

Page 8: Utilization of a High Resolution Weather and Impact Model to Predict Hurricane Irene

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Results

Page 9: Utilization of a High Resolution Weather and Impact Model to Predict Hurricane Irene

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ResultsFriday – 0z

Sustained Wind Max. Daily Gust

MPH

Page 10: Utilization of a High Resolution Weather and Impact Model to Predict Hurricane Irene

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ResultsFriday – 0z

Number of Jobs Probability

Page 11: Utilization of a High Resolution Weather and Impact Model to Predict Hurricane Irene

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ResultsFriday – 12z

Sustained Wind Max. Daily Gust

MPH

Page 12: Utilization of a High Resolution Weather and Impact Model to Predict Hurricane Irene

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ResultsFriday – 12z

Number of Jobs Probability

Page 13: Utilization of a High Resolution Weather and Impact Model to Predict Hurricane Irene

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Results

Page 14: Utilization of a High Resolution Weather and Impact Model to Predict Hurricane Irene

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ResultsSaturday – 0z

Sustained Wind Max. Daily Gust

MPH

Page 15: Utilization of a High Resolution Weather and Impact Model to Predict Hurricane Irene

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ResultsSaturday – 0z

Number of Jobs Probability

Page 16: Utilization of a High Resolution Weather and Impact Model to Predict Hurricane Irene

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ResultsNowcast

Number of Jobs Probability

• Nowcast used to check model assumptions– In this case may not be a good check on model accuracy

– Dependant on good actual wind data inputs

Page 17: Utilization of a High Resolution Weather and Impact Model to Predict Hurricane Irene

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ResultsObservations

0

5

10

15

20

25

30

35

Sustained Wind AWS NWS

Sp

eed

(m

ph

)

00hrs

28th 00hrs

29th

AWS wind seem low

Page 18: Utilization of a High Resolution Weather and Impact Model to Predict Hurricane Irene

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ResultsObservations

0

10

20

30

40

50

60

Wind Gusts AWS NWS

Sp

eed

(m

ph

)

00hrs

28th 00hrs

29th

Gusts more reasonable

Page 19: Utilization of a High Resolution Weather and Impact Model to Predict Hurricane Irene

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Summary

• Impact forecast was close to actual

• Forecasts can have large variances

• Few large scale events in database

• Observational data quality check

• Study other cases to check wind accuracy

Page 20: Utilization of a High Resolution Weather and Impact Model to Predict Hurricane Irene

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Questions?

Brandon Hertell

Meteorologist

ConEdison Emergency Management

[email protected]

212-460-3129