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Multi-task Deep Learning for Water Temperature and Streamflow Prediction (ver. 1.1, June 2022)

Dates

Publication Date
Start Date
1980-01-01
End Date
2014-12-31
Revision
2022-06-21

Citation

Sadler, J.M., Appling, A.P., Read, J.S., Oliver, S.K., Jia, X., Zwart, J.A., and Kumar, V., 2021, Multi-task Deep Learning for Water Temperature and Streamflow Prediction (ver. 1.1, June 2022): U.S. Geological Survey data release, https://doi.org/10.5066/P9U0TG8L.

Summary

This item contains data and code used in experiments that produced the results for Sadler et. al (2022) (see below for full reference). We ran five experiments for the analysis, Experiment A, Experiment B, Experiment C, Experiment D, and Experiment AuxIn. Experiment A tested multi-task learning for predicting streamflow with 25 years of training data and using a different model for each of 101 sites. Experiment B tested multi-task learning for predicting streamflow with 25 years of training data and using a single model for all 101 sites. Experiment C tested multi-task learning for predicting streamflow with just 2 years of training data. Experiment D tested multi-task learning for predicting water temperature with over 25 years of [...]

Contacts

Attached Files

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

sample_scripts.zip 3.19 KB application/zip
sample_output.zip 823.6 KB application/zip
random_forest_scripts.zip 2.55 KB application/zip
river-dl-paper_v0.zip 210.46 KB application/zip
catchment_attrs.csv 283.7 KB text/csv
temperature_sites.geojson 32.34 KB text/plain
model_drivers.zip 57.08 MB application/zip
temperature_observations.zip 4.82 MB application/zip
flow_observations.zip 16.97 MB application/zip
input_data_processing.zip 4.71 KB application/zip
catchment_attrs.feather 157.04 KB application/unknown
input_files.zip 80.18 MB application/zip
river_dl-archive-paper_v0.zip 206.3 KB application/zip
experiment_workflow_files.zip 15.32 KB application/zip
plotting_code.zip 23.31 KB application/zip
results.zip 249.98 MB application/zip
revision_history.txt 3.05 KB text/plain

Purpose

Hydrology research.

Map

Communities

  • USGS Data Release Products

Tags

Provenance

Revision 1.1 by Jeff Sadler on June 21, 2022. To review the changes that were made, see “revision_history.txt” in the attached files section.

Additional Information

Identifiers

Type Scheme Key
DOI https://www.sciencebase.gov/vocab/category/item/identifier doi:10.5066/P9U0TG8L

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