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Water4Energy Step-1 Band-M Ready-to-Train Samples for TVA Weeks-to-Years Prediction, Version 0

    Dali Wang | Oak Ridge National Laboratory
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Description

AI-ready Band-M (monthly) labelled training pack for the Water4Energy Genesis Task-1 project on weeks-to-years prediction of Tennessee Valley temperature and precipitation. The deposit includes leakage-aware issue-time samples (samples_M_v0.nc; N=486), train-only scalers, issue-time split table, supporting monthly panels, and Python generation scripts to recreate the pack from the companion Tier-1 raw observation collection (https://doi.org/10.13139/ORNLNCCS/3398576). Each sample pairs a 12-month lookback of teleconnection indices and SST box anomalies with TVA-mean ERA5 anomaly targets (t2m, tp, msl) at leads 1–3 months.

Funding Information

DOE Contract Number

AC05-00OR22725

Originating Research Organization

Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)

Sponsoring Organization

Office of Science (SC), Biological and Environmental Research (BER); Genesis Mission

Related Works

Details

DOI

https://doi.org/10.13139/ORNLNCCS/3409936

Release Date

September 8, 2026

Subject

ENVIRONMENTAL SCIENCES

Keywords

ERA5, Water4Energy, TVA, Genesis Mission, Teleconnection, AI-ready

Dataset

Dataset Type

ND Numeric Data

Other Contract Number(s)

DE-FOA-0003612 (Genesis); DE-SCL0000253

Cite This Dataset:

Wang, D. (2026). Water4Energy Step-1 Band-M Ready-to-Train Samples for TVA Weeks-to-Years Prediction, Version 0. Oak Ridge National Laboratory. https://doi.org/10.13139/ORNLNCCS/3409936.

Acknowledgements

This work was carried out [in part] at Oak Ridge National Laboratory, managed by UT-Battelle, LLC for the U.S. Department of Energy under contract DE-AC05-00OR22725.