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

Dates

Publication Date
Start Date
1979-12-01
End Date
2018-12-31

Citation

Read, J.S., Appling, A.P, Vitense, K., Oliver, S.K., Platt, L., Hansen, G.J.A., and Corson-Dosch, H., 2021, Walleye Thermal Optical Habitat Area (TOHA) of selected Minnesota lakes: U.S. Geological Survey data release, https://doi.org/10.5066/P9PPHJE2.

Summary

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.

Contacts

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predict_lakes.png thumbnail 3.91 MB image/png
pgdl_predictions_13_N43.50-45.00_W91.00-93.50.zip 132.41 MB application/zip
pgdl_predictions_12_N43.50-45.00_W93.50-96.75.zip 164.22 MB application/zip
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pgdl_predictions_10_N45.00-45.50_W93.25-94.50.zip 179.66 MB application/zip
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pgdl_predictions_01_N48.00-49.50_W89.50-97.25.zip 129.74 MB application/zip
pb0_predictions_13_N43.50-45.00_W91.00-93.50.zip 121.27 MB application/zip
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pb0_predictions_07_N45.50-47.00_W94.00-94.50.zip 232.96 MB application/zip
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pb0_predictions_01_N48.00-49.50_W89.50-97.25.zip 182.33 MB application/zip
irradiance_13_N43.50-45.00_W91.00-93.50.zip 11.04 MB application/zip
irradiance_12_N43.50-45.00_W93.50-96.75.zip 14.82 MB application/zip
irradiance_11_N45.00-45.50_W92.25-93.25.zip 10.38 MB application/zip
irradiance_10_N45.00-45.50_W93.25-94.50.zip 14.33 MB application/zip
irradiance_09_N45.00-46.00_W94.50-97.00.zip 13.66 MB application/zip
irradiance_08_N45.50-47.00_W93.00-94.00.zip 12.2 MB application/zip
irradiance_07_N45.50-47.00_W94.00-94.50.zip 14.01 MB application/zip
irradiance_06_N46.00-47.00_W94.50-97.00.zip 12.35 MB application/zip
irradiance_05_N46.50-48.00_W89.50-92.00.zip 6.28 MB application/zip
irradiance_04_N45.50-48.00_W92.00-93.00.zip 6.6 MB application/zip
irradiance_03_N47.00-48.00_W93.00-94.00.zip 11.21 MB application/zip
irradiance_02_N47.00-48.00_W94.00-97.25.zip 10.22 MB application/zip
irradiance_01_N48.00-49.50_W89.50-97.25.zip 8.09 MB application/zip

Purpose

Fisheries biology, limnological research, and climate science.

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