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Are All the Data Making a Difference? 1. 2 Numerical Simulation 24 hours CPU = 1 hour real 20 TB of output Still trying to understand Mother Nature Real.

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Presentation on theme: "Are All the Data Making a Difference? 1. 2 Numerical Simulation 24 hours CPU = 1 hour real 20 TB of output Still trying to understand Mother Nature Real."— Presentation transcript:

1 Are All the Data Making a Difference? 1

2 2

3 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!

4 Sample: March 2000 Fort Worth Tornadic Storm

5 Tornado Local TV Station Radar

6 NWS 12-hr Computer Forecast Valid at 6 pm CDT (near tornado time) No Explicit Evidence of Precipitation in North Texas

7 Reality Was Quite Different!

8 6 pm 7 pm8 pm Radar Xue et al. (2003) Fort Worth

9 6 pm 7 pm8 pm Radar Fcst With Radar Data 2 hr 3 hr 4 hr Xue et al. (2003) Fort Worth

10 Real Time Testing Today: FORECAST

11 Real Time Testing Today: RADAR 9-Hour Forecast

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14 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

15 Warn on Explicit Forecast?

16 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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