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Solar Energy Autopilot (SOLEA): A Holistic System Architecture for Autonomous Concentrated Solar Thermal Plants and Its Evaluation in an Operational Power Tower Facility

Miadowicz, Inga and Kuhl, Mathias and Maldonado Quinto, Daniel and Dürr, Niklas and Schwarzbözl, Peter and Pargmann, Max and Sibum, Marcel and Rasing, Volker and Nouri, Bijan and Saez Martinez, Eduardo and Schnerring, Alexander and Broda, Rafal and Schlögl, Bärbel and Wilbert, Stefan and Röger, Marc and Göhring, Felix and Wieghardt, Kai and Pitz-Paal, Robert and Felderer, Michael (2026) Solar Energy Autopilot (SOLEA): A Holistic System Architecture for Autonomous Concentrated Solar Thermal Plants and Its Evaluation in an Operational Power Tower Facility. Solar Energy. Elsevier. ISSN 0038-092X. (Submitted)

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Abstract

Concentrated solar thermal (CST) plants can provide dispatchable renewable energy but remain complex and costly to operate due to tightly coupled subsystems, dynamic environmental conditions, and high safety requirements. This work presents the Solar Energy Autopilot (SOLEA), a holistic four-layer architecture that transforms a traditional solar power tower plant into an autonomous cyber-physical system (CPS). The architecture integrates plant hardware and control systems, advanced optical and meteorological measurement systems, a CPS middleware platform with a standardized digital twin, and a multi-agent automation layer for operation planning and control. SOLEA is implemented and evaluated at an operational research facility, where intelligent agents autonomously plan operating days, start and shut down the plant, and regulate the receiver flux and outlet temperature under varying environmental conditions. A dualsided evaluation quantifies benefits in terms of efficiency, robustness, and cost-related indicators and assesses the system's autonomy using a multi-dimensional maturity model. The results show substantial reductions in operational and investment costs, highly robust operation despite challenging environmental conditions, and efficiency gains in plant operation enabled by an increased autonomy level of the plant. Overall, the study demonstrates that the layered modular SOLEA architecture can effectively bridge the gap between isolated automation solutions and plant-wide autonomous CST operation and provides a reusable blueprint for advancing autonomy in future CST plants and comparable industrial environments.

Item URL in elib:https://elib.dlr.de/223670/
Document Type:Article
Title:Solar Energy Autopilot (SOLEA): A Holistic System Architecture for Autonomous Concentrated Solar Thermal Plants and Its Evaluation in an Operational Power Tower Facility
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Miadowicz, Ingainga.miadowicz (at) dlr.dehttps://orcid.org/0009-0004-9766-8804UNSPECIFIED
Kuhl, Mathiasmathias.kuhl (at) dlr.deUNSPECIFIEDUNSPECIFIED
Maldonado Quinto, DanielDaniel.MaldonadoQuinto (at) dlr.dehttps://orcid.org/0000-0003-2929-8667UNSPECIFIED
Dürr, Niklasniklas.duerr (at) dlr.deUNSPECIFIEDUNSPECIFIED
Schwarzbözl, PeterPeter.Schwarzboezl (at) dlr.dehttps://orcid.org/0000-0001-9339-7884UNSPECIFIED
Pargmann, MaxMax.Pargmann (at) dlr.dehttps://orcid.org/0000-0002-4705-6285UNSPECIFIED
Sibum, MarcelMarcel.Sibum (at) dlr.dehttps://orcid.org/0000-0002-5522-9633UNSPECIFIED
Rasing, Volkervolker.rasing (at) dlr.deUNSPECIFIEDUNSPECIFIED
Nouri, BijanBijan.Nouri (at) dlr.dehttps://orcid.org/0000-0002-9891-1974UNSPECIFIED
Saez Martinez, Eduardoeduardo.saezmartinez (at) dlr.dehttps://orcid.org/0009-0003-1504-2203UNSPECIFIED
Schnerring, Alexanderalexander.schnerring (at) dlr.dehttps://orcid.org/0009-0004-1700-6481UNSPECIFIED
Broda, RafalRafal.Broda (at) dlr.dehttps://orcid.org/0009-0000-2378-1776UNSPECIFIED
Schlögl, BärbelBaerbel.Schloegl (at) dlr.deUNSPECIFIEDUNSPECIFIED
Wilbert, StefanStefan.Wilbert (at) dlr.dehttps://orcid.org/0000-0003-3573-3004UNSPECIFIED
Röger, MarcMarc.Roeger (at) dlr.dehttps://orcid.org/0000-0003-0618-4253UNSPECIFIED
Göhring, FelixFelix.Goehring (at) dlr.dehttps://orcid.org/0000-0002-8514-0453UNSPECIFIED
Wieghardt, KaiKai.Wieghardt (at) dlr.deUNSPECIFIEDUNSPECIFIED
Pitz-Paal, RobertRobert.Pitz-Paal (at) dlr.dehttps://orcid.org/0000-0002-3542-3391UNSPECIFIED
Felderer, MichaelMichael.Felderer (at) dlr.dehttps://orcid.org/0000-0003-3818-4442UNSPECIFIED
Date:2026
Journal or Publication Title:Solar Energy
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:Yes
In ISI Web of Science:Yes
Publisher:Elsevier
ISSN:0038-092X
Status:Submitted
Keywords:Concentrated Solar Thermal (CST), Solar Power Tower, Autonomous Systems, Multi-Agent Systems, Cyber-physical systems, Digital Twin
HGF - Research field:Energy
HGF - Program:Materials and Technologies for the Energy Transition
HGF - Program Themes:High-Temperature Thermal Technologies
DLR - Research area:Energy
DLR - Program:E SW - Solar and Wind Energy
DLR - Research theme (Project):E - Smart Operation
Location: Jülich , Köln-Porz , other
Institutes and Institutions:Institute of Solar Research
Institute of Software Technology
Deposited By: Miadowicz, Inga
Deposited On:08 Jul 2026 08:51
Last Modified:08 Jul 2026 08:51

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