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Published byVirginia Adams Modified over 8 years ago
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Are All the Data Making a Difference? 1
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Numerical Simulation 24 hours CPU = 1 hour real 20 TB of output Still trying to understand Mother Nature Real time! Still trying to understand Data Don’t Guarantee Understanding!
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Sample: March 2000 Fort Worth Tornadic Storm
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Tornado Local TV Station Radar
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NWS 12-hr Computer Forecast Valid at 6 pm CDT (near tornado time) No Explicit Evidence of Precipitation in North Texas
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Reality Was Quite Different!
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6 pm 7 pm8 pm Radar Xue et al. (2003) Fort Worth
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6 pm 7 pm8 pm Radar Fcst With Radar Data 2 hr 3 hr 4 hr Xue et al. (2003) Fort Worth
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Real Time Testing Today: FORECAST
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Real Time Testing Today: RADAR 9-Hour Forecast
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Each set of forecasts (ensemble and individual) – produces 6 TB of output PER DAY – Requires 9000 cores (750 nodes) of the Kraken Cray XT5 at Oak Ridge – Takes 6.5 hours to run Provisioning of data in real time HUGE value for research – predictability! Management in a repository – retention time? Experiment reproducibility!! Creating products that will benefit the public (smart device location-based warnings) Challenges
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Warn on Explicit Forecast?
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Be careful what you wish for! A one-hour model-based “tornado warning” would be a game changer Social and behavioral science elements are critical Our ability to effectively warn the public and understand its response is relatively crude Challenges
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