The PAINT database for operational concentrating solar power plant data following FAIR data principles
Abstract Integrating renewable energy is critical for maintaining grid stability while striving towards global climate goals. Concentrating solar power tower plants offer a promising solution but their competitiveness is currently hindered by high operational costs, limited data availability and slow adoption of emerging technologies. To address these barriers, here we introduce PAINT, a FAIR (findable, accessible, interoperable and reusable) open-access database for operational solar tower plant data. PAINT provides 849 GB of high-resolution data collected over multiple years from the Jülich solar tower plant, including heliostat properties, calibration and deflectometry measurements and fine-grained weather data. The database is organized using the SpatioTemporal Asset Catalog metadata specification and supports the development of digital twins, artificial intelligence-based calibration methods, predictive maintenance and improved solar flux prediction. We also introduce standardized benchmarks to promote reproducibility and fair comparisons. Providing access to high-quality data, PAINT enables broader participation in solar research, accelerates innovation and facilitates data-driven solutions in solar tower power plant research.
Authors
- O. Kaufhold
- Felix Göhring (ORCID: https://orcid.org/0000-0002-8514-0453)
- Achim Streit (ORCID: https://orcid.org/0000-0002-5065-469X)
- Mathias Kuhl (ORCID: https://orcid.org/0000-0003-0097-7260)
- Kaleb Phipps (ORCID: https://orcid.org/0000-0002-9197-1739)
- Robert Pitz‐Paal (ORCID: https://orcid.org/0000-0002-3542-3391)
- Daniel Maldonado Quinto (ORCID: https://orcid.org/0000-0003-2929-8667)
- Markus Götz (ORCID: https://orcid.org/0000-0002-2233-1041)
- Marlene Busch
- Max Pargmann (ORCID: https://orcid.org/0000-0002-4705-6285)
- Marie Weiel (ORCID: https://orcid.org/0000-0001-9648-4385)
- Jan Lewen (ORCID: https://orcid.org/0000-0003-2146-8991)
- Charlotte Debus
- Nicolas Blumenröhr
Institutions
- FIZ Karlsruhe – Leibniz Institute for Information Infrastructure (DE)
- Deutsches Zentrum für Luft- und Raumfahrt e. V. (DLR) (DE)
- Helmholtz Institute Mainz (DE)
- Kerntechnische Entsorgung Karlsruhe (Germany) (DE)
- Helmholtz-Institute Ulm (DE)
- RWTH Aachen University (DE)
Publication Details
- Journal
- Nature Energy
- Published
- 2026-06-16
- DOI
- https://doi.org/10.1038/s41560-026-02070-1
- Primary Topic
- Solar Thermal and Photovoltaic Systems
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Karlsruhe Institute of Technology
- Bundesministerium für Bildung und Forschung
- Deutsches Zentrum für Luft- und Raumfahrt
- Helmholtz Association
- Helmholtz Artificial Intelligence Cooperation Unit