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    • Walleye Thermal Optical Habitat Area (TOHA) of selected Minnesota lakes: 5 Model prediction data

    Metadata Updated: July 6, 2024

    Multiple modeling frameworks were used to predict daily temperatures at 0.5m depth intervals for a set of diverse lakes in the U.S. state of Minnesota. Uncalibrated models used default configurations (PB0; see Read et al. 2019 for details) of the General Lake Model version 3.1 (Hipsey et al. 2019) and no parameters were further adjusted according to model fit with observations. Process-Guided Deep Learning (PGDL; see Read et al. 2019 and Jia et al. 2019) models were deep learning models pre-trained PB0 outputs and a physical constraint for energy conservation as a loss term. After pre-training, these PGDL models were training on actual temperature observations.

    Access & Use Information

    Public: This dataset is intended for public access and use. License: No license information was provided. If this work was prepared by an officer or employee of the United States government as part of that person's official duties it is considered a U.S. Government Work.

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    Dates

    Metadata Created Date June 1, 2023
    Metadata Updated Date July 6, 2024

    Metadata Source

    Harvested from DOI EDI

    Other Data Resources

    Additional Metadata

    Resource Type Dataset
    Metadata Created Date June 1, 2023
    Metadata Updated Date July 6, 2024
    Publisher U.S. Geological Survey
    Maintainer
    @Id http://datainventory.doi.gov/id/dataset/dfec92b85197b762e3234b014818b13f
    Identifier USGS:5e5d0bb9e4b01d50924f2b36
    Data Last Modified 20210721
    Category geospatial
    Public Access Level public
    Bureau Code 010:12
    Metadata Context https://project-open-data.cio.gov/v1.1/schema/catalog.jsonld
    Metadata Catalog ID https://datainventory.doi.gov/data.json
    Schema Version https://project-open-data.cio.gov/v1.1/schema
    Catalog Describedby https://project-open-data.cio.gov/v1.1/schema/catalog.json
    Harvest Object Id edc4207f-d67a-4970-bf4b-d06f93d39e8e
    Harvest Source Id 52bfcc16-6e15-478f-809a-b1bc76f1aeda
    Harvest Source Title DOI EDI
    Metadata Type geospatial
    Old Spatial -96.8588358267624,43.5115807324613,-90.0362369790191,49.3749961973185
    Publisher Hierarchy White House > U.S. Department of the Interior > U.S. Geological Survey
    Source Datajson Identifier True
    Source Hash 23cbfcac3930a5ab665b5f8b8c89b394f00aa0a42c63a4afe3a480b5343b35e9
    Source Schema Version 1.1
    Spatial {"type": "Polygon", "coordinates": -96.8588358267624, 43.5115807324613, -96.8588358267624, 49.3749961973185, -90.0362369790191, 49.3749961973185, -90.0362369790191, 43.5115807324613, -96.8588358267624, 43.5115807324613}

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