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Blog

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  • 2023
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  • + + Using Deep Learning to find cyclones in model output +
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    (The enumeration denotes refereed conference papers and journal articles.)

    diff --git a/science/2023/06/infrastructure-strategy/index.html b/science/2023/06/infrastructure-strategy/index.html index 93d22a5b..eba0fdd7 100644 --- a/science/2023/06/infrastructure-strategy/index.html +++ b/science/2023/06/infrastructure-strategy/index.html @@ -146,6 +146,10 @@

    Draft ENES Infrastructure Strategy Open for Comment

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    Next Post + + (in talks; + in science next is ) + .

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    Draft ENES Infrastructure Strategy Open for Comment

  • Model development takes a long time and is resource intensive. Modellers will have to pay attention to the choices between Performance, Portability, and (scientific) Productivity; in the new world, we can only have two!
  • Large expensive modelling projects need to be treated like satellite missions, well publicised and documented.
  • The community should continue to invest in the necessary underpinning diagnostic tools and libraries.
  • -
  • Storage and data systems need to support a variety of use-cases.
  • +
  • Storage and data systems need to support a variety of use-cases.2
  • However, there are 37 numbered detailed recommendations, seven of which target the HPC community - the other thirty target the climate modelling community. There ought to be no surprises in this document, but nonetheless, community feedback would be valuable, especially if there are diff --git a/science/2023/07/tcdetect/index.html b/science/2023/07/tcdetect/index.html new file mode 100644 index 00000000..ba1db9be --- /dev/null +++ b/science/2023/07/tcdetect/index.html @@ -0,0 +1,249 @@ + + + + + + + + + Using Deep Learning to find cyclones in model output | Bryan Lawrence + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

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    Using Deep Learning to find cyclones in model output

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    Galea, D., Kunkel, J., & Lawrence, B. N. (2023). TCDetect: A New Method of Detecting the Presence of Tropical Cyclones Using Deep Learning. Artificial Intelligence for the Earth Systems, 2(3), e220045. +https://doi.org/10.1175/AIES-D-22-0045.1

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    This is the first output from Daniel Galea’s Ph.D work (he’s long since finished and moved on, but these things take time)!

    + +

    The objective here was to develop a deep learning model which we could use in running model simulations to decide whether or not we should write out high frequency and high resolution data - basically we only want to do so when there is a feature of interest in the data. The first step here was to see if we could use DL to find tropical cyclones (as an exemplar of the approach, not as the final goal).

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    This paper describes the construction and performance of TCDetect, a deep learning tool to do exactly that. We have more stuff in various stages of publication which address more aspects of it’s performance and use.

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    The model was trained on ERA-Interim reanalysis data from 1979 to 2017, and the training was concentrated on delivering the highest possible recall rate (successful detection of cyclones) while rejecting enough data to make a difference in outputs.

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    The key results are these:

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    • When tested, the recall or probability of detection rate was 92%.
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    • The precision rate or success ratio obtained was 36%.
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    • For the desired data reduction application, if the desired target included all tropical cyclone events, even those that did not obtain hurricane-strength status, the effective precision was 85%.
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    • The recall rate and the area under curve for the precision–recall (AUC-PR) compare favorably with other methods of cyclone identification while using the smallest number of parameters for both training and inference.
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    Science focused blog posts

  • 2023
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  • Draft ENES Infrastructure Strategy Open for Comment diff --git a/search.json b/search.json index a8e2aaab..8e3672c3 100644 --- a/search.json +++ b/search.json @@ -2,6 +2,17 @@ { + "title" : "Using Deep Learning to find cyclones in model output", + "url" : "/science/2023/07/tcdetect/", + "tag" : "aiml, cyclones, daniel", + "category" : "science", + "date" : "2023-07-09", + "excerpt" : " Galea, D., Kunkel, J., & Lawrence, B. N. (2023). TCDetect: A New Method of Detecting the Presence of Tropical Cyclones Using Deep Learning. Artificial Intelligence for the Earth Systems, 2(3), e220045.https://doi.org/10.1175/AIES-D-22-0045.1" + } + + + + ,{ "title" : "NCAS@Reading Weekly Seminar", "url" : "/talks/2023/06/what-lies-beneath/", "tag" : "HPC, exascale, hrcm, modelling_futures", @@ -4815,6 +4826,12 @@ + + + + + + diff --git a/search/index.html b/search/index.html index d8feeaa0..bdc01c09 100644 --- a/search/index.html +++ b/search/index.html @@ -148,7 +148,7 @@

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    NCAS@Reading Weekly Seminar

    in talks previous is ) .
    + Next Post + .

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    Talks and Seminars

    + +