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In EOR at @AMS_AIES: "Using machine learning to predict convection-allowing ensemble forecast skill: Evaluation with the NSSL Warn-on-Forecast System" doi.org/10.1175/AIES-D-23-01…
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Huge kudos to @MontePhD for leading this awesome work! AI will undoubtedly play a major role in NWP at all scales.
🚨 Exciting Announcement! 🚨
Introducing WoFSCast: our AI-powered system for predicting thunderstorm evolution at watch-to-warning scales. 🌩️⚡
essopenarchive.org/users/829…
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Our paper combining AI/ML, storm-scale ensemble prediction, and "forecasting forecast skill" is now in final form in @AMS_AIES:
doi.org/10.1175/AIES-D-23-01…
Co-authors: @MontePhD, Patrick Skinner, @tonyreinhart, @BrianWxFLA
Please share!
The Feb 1 deadline for NRC postdoc apps is coming up! I am looking for someone to work with me on a topic related to our Warn-on-Forecast System. Search "Potvin" at ra.nas.edu/RAPLab10/Opportun…. These project descriptions are flexible. Possible topics in next post....
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The Feb 1 deadline for NRC postdoc apps is coming up! I am looking for someone to work with me on a topic related to our Warn-on-Forecast System. Search "Potvin" at ra.nas.edu/RAPLab10/Opportun…. These project descriptions are flexible. Possible topics in next post....
Possible NRC postdoc topics:
(1) WoFS forecast emulation via deep learning
(2) Other ML applications
(3) Thunderstorm predictability
(4) Multi-resolution ensemble design
(5) Novel verification techniques
(6) ???
Feel free to reach out here or at [email protected].
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Registration is open for the *free*, virtual 5th NOAA AI Workshop (19-21 Sept):
noaa.gov/ai/events/5th-noaa-…
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After having #ChatGPT write code for you, don't forget to also have it write a poem about the code.
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New in JAMC: doi.org/10.1175/JAMC-D-21-02…
1. Our Bayesian model estimates that for every significant tornado recorded within the central U.S. during 1975-2019, 2 more tornadoes capable of significant damage occurred but were unreported or (more likely) underrated due to lack of DIs.
Much gratitude to my collaborators! I think this algorithm would be valuable to a wide range of storm-scale applications. Monte Flora (@MontePhD) has a user-friendly version available at github.com/WarnOnForecast/Mo….
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New JTECH EOR: doi.org/10.1175/JTECH-D-21-0…
New storm ID & classification algorithm tested on WoFS and MRMS data. Storm mode classifications consistent with experts' labels of 400 storms. Identifies cluster- and QLCS-embedded cells that many storm ID methods would miss.
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Many thanks to coauthors Burkely Gallo, @tonyreinhart, Brett Roberts (@brettjrob), @pat_skinner_00, Ryan Sobash (@sobphd), Katie Wilson, Kelsey Britt (@KelsCBritt), Chris Broyles, Monte Flora (@MontePhD), Will Miller, and Claire Satrio!
New EOR paper in JAMC! doi.org/10.1175/JAMC-D-21-02…
Co-authors: Chris Broyles, Pat Skinner (@pat_skinner_00), Harold Brooks (@hebrooks87).
Highlights:
Well done, Nathan!
And he was awarded an outstanding student poster award! Congrats @Erickson_WX ! Top-level work out of this student!
Now in final form at doi.org/10.1175/WAF-D-21-007…
New WAF EOR by Will Miller: “Exploring the Usefulness of Downscaling Free Forecasts from the Warn-on-Forecast System”.
doi.org/10.1175/WAF-D-21-007…
New WAF EOR by Will Miller: “Exploring the Usefulness of Downscaling Free Forecasts from the Warn-on-Forecast System”.
doi.org/10.1175/WAF-D-21-007…
We likely just got grazed by a weak tornado at our house in NE Norman. But the tornadic winds would have been counter to, and not much stronger than, the background flow, potentially *decreasing* the total wind here.
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Check out this awesome paper from Monte Flora! Look for these and future Warn-on-Forecast ML products in the next few HWT Spring Forecasting Experiments.
Our paper on using #MachineLearning to calibrate Warn-on-Forecast System forecasts for severe weather hazards is in final form! This system will be evaluated during a next-day SFE activity. journals.ametsoc.org/view/jo…
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I'm biased, but this is a very strong paper showcasing some really useful verification techniques for convection-allowing models.
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This just occurred to me while reviewing grad student applications: What a shame that their parents never get to see these glowing letters of recommendation! What pride they would feel!
I very much look forward to continuing to work with Dr. Flora on this important and exciting project!
I am proud to announce I have accepted a post-doc position at @OUCIMMS working with @corey_potvin! We will continue to improve short-term severe weather probabilistic guidance using machine learning (including deep learning) and Warn-on-Forecast output.
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