# Atmospheric Data Reconstruction on ERA5 Zonal and meridional winds (test)

Source: [Atmospheric Data Reconstruction on ERA5 Zonal and meridional winds (test)](<https://www.sota2.com/research/sota/atmospheric-data-reconstruction-on-era5-zonal-and-meridional-winds-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:21:46.384Z

Evaluation of Atmospheric Data Reconstruction performance using the ERA5 dataset focusing on Zonal and Meridional winds, measured using normalized Mean Absolute Error (nMAE), normalized Mean Squared Error (nMSE), relative MAE (rMAE), and relative MSE (rMSE) on the test split.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Atmospheric Data Reconstruction |
| Dataset (including any stated split) | ERA5 Zonal and meridional winds (test) |
| Metric | nMAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 0 of 0 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [nMAE](<https://www.sota2.com/research/sota/atmospheric-data-reconstruction-on-era5-zonal-and-meridional-winds-test.md?metric=nMAE>): Lower is better; unit: SCALAR.

- [nMSE](<https://www.sota2.com/research/sota/atmospheric-data-reconstruction-on-era5-zonal-and-meridional-winds-test.md?metric=nMSE>): Lower is better; unit: SCALAR.

- [rMAE](<https://www.sota2.com/research/sota/atmospheric-data-reconstruction-on-era5-zonal-and-meridional-winds-test.md?metric=rMAE>): Lower is better; unit: SCALAR.

- [rMSE](<https://www.sota2.com/research/sota/atmospheric-data-reconstruction-on-era5-zonal-and-meridional-winds-test.md?metric=rMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | nMAE | Result date | Report paper |
| --- | --- | --- | --- |

Page 1 of 1. This is an index page, not the full collection.
