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  7. Process-guided deep learning predictions of lake water temperature
  8. Process-guided deep learning water temperature predictions: 6 Model evaluation (test data and RMSE)
  9. Process-guided deep learning water temperature predictions: 6a Lake Mendota detailed evaluation data

Process-guided deep learning water temperature predictions: 6a Lake Mendota detailed evaluation data

Dates

Publication Date
Start Date
1980-04-01
End Date
2018-12-31

Citation

Read, J.S., Jia, X., Willard, J., Appling, A.P., Zwart, J.A., Oliver, S.K., Karpatne, A., Hansen, G.J.A., Hanson, P.C., Watkins, W., Steinbach, M., and Kumar, V., 2019, Data release: Process-guided deep learning predictions of lake water temperature: U.S. Geological Survey data release, https://doi.org/10.5066/P9AQPIVD.

Summary

This dataset includes "test data" compiled water temperature data from an instrumented buoy on Lake Mendota, WI and discrete (manually sampled) water temperature records from North Temperate Lakes Long-TERM Ecological Research Program (NTL-LTER; https://lter.limnology.wisc.edu/). The buoy is supported by both the Global Lake Ecological Observatory Network (gleon.org) and the NTL-LTER. The dataset also includes Lake Mendota model erformance as measured as root-mean squared errors relative to temperature observations during the test period. This dataset is part of a larger data release of lake temperature model inputs and outputs for 68 lakes in the U.S. states of Minnesota and Wisconsin (http://dx.doi.org/10.5066/P9AQPIVD).

Contacts

Point of Contact :
Jordan S. Read, U.S. Geological Survey
Originator :
Jordan S. Read, Xiaowei Jia, Jared Willard, Alison P. Appling, Jacob A. Zwart, Samantha K. Oliver, Anuj Karpatne, Gretchen J.A. Hansen, Paul C. Hanson, William Watkins, Michael Steinbach, Vipin Kumar
Metadata Contact :
Jordan S. Read, U.S. Geological Survey
Publisher :
U.S. Geological Survey
Distributor :
U.S. Geological Survey - ScienceBase

Attached Files

Click on title to download individual files attached to this item.

06a_evaluation_me.xml
Original FGDC Metadata
View 		18.55 KB application/fgdc+xml
me_test.csv 5.94 MB text/csv
me_RMSE_limited_training.csv 1.16 KB text/csv
me_RMSE.csv 4.02 KB text/csv

Purpose

Fisheries biology, limnological research, and climate science.

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Communities

  • National and Regional Climate Adaptation Science Centers
  • Northeast CASC

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