GENCO meets friends: Foundation Model Mixing for a Full Dynamic All-Electric Society

Working paper, code and data of the submission to the GridFM Challenge with GENCO (Porto 2026): the grid foundation model GENCO and classical state estimation (WLS) find the available capacity of every line and transformer of the UK Power Networks grid Ninfield for the next day, with Timestral-209M as forecast. This is a working paper, and results may still change. Files genco-meets-friends_working-paper.pdf: the working paper (also in the zip) genco-meets-friends-v1.zip, folder genco-meets-friends/: 0_paper_documentation/: working paper, data quality, data lineage, figures 1_data/: Ninfield data and the stored predictions of every path as Parquet, with sources, licences, checksums; preparation/: steps from the raw data 2_configuration/: all settings, frozen before the test 3_models/: WLS-AC, WLS-DC, GENCO, Timestral-209M call 4_results_evaluation/: one script per table and figure, checks Run: pip install -r requirements.txt, python 4_results_evaluation/check_post_numbers.py --models. Code Apache License 2.0, text and data CC BY 4.0. Contains data from UK Power Networks Open Data Portal, licensed under CC BY 4.0; modified. Weather data by Open-Meteo.com (CC BY 4.0). Research prototype, not for grid operation, provided without warranty.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-26
DOI
https://doi.org/10.5281/zenodo.23622825
Primary Topic
Thermal Analysis in Power Transmission
Type
article
Field-Weighted Citation Impact
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article

GENCO meets friends: Foundation Model Mixing for a Full Dynamic All-Electric Society

Marco Obermeier
Zenodo (CERN European Organization for Nuclear Research)
Thermal Analysis in Power Transmission
article

GENCO meets friends: Foundation Model Mixing for a Full Dynamic All-Electric Society

Marco Obermeier
article en

Abstract

Working paper, code and data of the submission to the GridFM Challenge with GENCO (Porto 2026): the grid foundation model GENCO and classical state estimation (WLS) find the available capacity of every line and transformer of the UK Power Networks grid Ninfield for the next day, with Timestral-209M as forecast. This is a working paper, and results may still change. Files genco-meets-friends_working-paper.pdf: the working paper (also in the zip) genco-meets-friends-v1.zip, folder genco-meets-friends/: 0_paper_documentation/: working paper, data quality, data lineage, figures 1_data/: Ninfield data and the stored predictions of every path as Parquet, with sources, licences, checksums; preparation/: steps from the raw data 2_configuration/: all settings, frozen before the test 3_models/: WLS-AC, WLS-DC, GENCO, Timestral-209M call 4_results_evaluation/: one script per table and figure, checks Run: pip install -r requirements.txt, python 4_results_evaluation/check_post_numbers.py --models. Code Apache License 2.0, text and data CC BY 4.0. Contains data from UK Power Networks Open Data Portal, licensed under CC BY 4.0; modified. Weather data by Open-Meteo.com (CC BY 4.0). Research prototype, not for grid operation, provided without warranty.

Zenodo (CERN European Organization for Nuclear Research)
University of Würzburg (DE), Weihenstephan-Triesdorf University of Applied Sciences (DE)
Openalex Percentile: Top 18%
Thermal Analysis in Power Transmission
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