Filters: Tags: deep learning (X) > Categories: Data Release - Revised (X)

Filters Date Range Past year (0) Past month (0) Past week (0) Past day (0) Custom range... To   Search Contacts Jeffrey M Sadler U.S. Geological Survey Integrated Information Dissemination Division Jordan S Read Alison P Appling More... Categories Data (1) Tag Types Theme (1) Place (1) Harvest Set (1) Tag Schemes none (1) Department of Commerce, 1995, Countries, Dependencies, Areas of Special Sovereignty, and Their Principal Administrative Divisions, Federal Information Processing Standard (FIPS) 10-4, Washington, D.C., National Institute of Standards and Technology (1) ISO 19115 Topic Category (1) USGS Thesaurus (1) View Results as: JSON ATOM CSV

Multi-task Deep Learning for Water Temperature and Streamflow Prediction (ver. 1.1, June 2022) 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... Categories: Data, Data Release - Revised; Tags: US, USGS Science Data Catalog (SDC), United States, deep learning, environment, All tags... hybrid modeling, inlandWaters, machine learning, modeling, streamflow, temperature, water, water resources, Fewer tags