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Add Lake Ice Regime Data Layer to PDG #95

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kaylahardie opened this issue Jun 11, 2024 · 1 comment
Open

Add Lake Ice Regime Data Layer to PDG #95

kaylahardie opened this issue Jun 11, 2024 · 1 comment
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layer Displaying a specific data product in the PDG portal pdg Permafrost Discovery Gateway Water data layer category: water

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@kaylahardie
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kaylahardie commented Jun 11, 2024

This request is about Melanie Engram's (University of Alaska Fairbanks) lake ice regimes dataset.

We heard about this dataset at the big data creation workshop during the google fellows + pdg members meet up in fairbanks in May 2024 (see raw notes here and summary notes here)

The impact of this dataset: helps determine if lakes freeze to the bottom or not - this impacts permafrost, communities, lake ecology

Technical notes about the dataset creation:

  • uses sar data
  • currently generated using matlab script and python, the scripts need to be updated (old dependencies in matlab code)
  • dataset creation doesn't use ml - uses thresholding
  • dataset has been created for small regions (ex. Barrow peninsula, fish creek area), hasn't been run on a large scale before. It has only been run on a single computer
  • ideally you create this dataset every year

Given these technical details, in order to add a yearly dataset for lake ice regimes: we'd have to rewrite the matlab script to be in python and experiment how we could scale it to larger regions (including validating that the results make sense from a scientific perspective for larger regions).

@kaylahardie kaylahardie added pdg Permafrost Discovery Gateway layer Displaying a specific data product in the PDG portal Water data layer category: water labels Jun 11, 2024
@kaylahardie
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fyi @lmarini @tcnichol since there would need to be work in rewriting the data pipeline and scaling it. This dataset is lower priority though

@kaylahardie kaylahardie changed the title Add Ice Lake Regime Data Layer to PDG Add Lake Ice Regime Data Layer to PDG Jun 11, 2024
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Labels
layer Displaying a specific data product in the PDG portal pdg Permafrost Discovery Gateway Water data layer category: water
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