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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).
The text was updated successfully, but these errors were encountered:
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:
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).
The text was updated successfully, but these errors were encountered: