Siman Menzel, Andreas und Witte, Francesco und Augusto Mendes Da Silva, Julio und Figueiredo Vilasboas, Icaro und Sá Ribeiro Junior, Armando (2023) Metamodels for Economically Optimized Closed Brayton Cycles. In: 36th International Conference on Efficiency, Cost, Optimization, Simulation and Environmental Impact of Energy Systems, ECOS 2023, Seiten 1311-1321. ECOS. 36th International Conference on Efficiency, Cost, Optimization, Simulation and Environmental Impact of Energy Systems (ECOS 2023), 2023-06-25 - 2023-06-30, Las Palmas de Gran Canaria, Spanien. doi: 10.52202/069564-0119. ISBN 978-171387492-8.
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Kurzfassung
Closed Brayton Cycles (CBC) can be integrated with many different energy sources, such as heliothermic, biomass, geothermal, etc. However, simplified models for the cycle components are required to optimize the system in its entirety due to all possible cycle configurations like the use of recuperation, intercooling, reheating, etc, together with operating variables such as rate of heat input and its temperature. This work discusses, therefore, the development of a surrogate model for a supercritical CO2 CBC with recuperation, intercooling and reheating. It can indicate the optimal CBC from an economic point of view under varying boundary conditions. The cycle is first optimized for different heat inputs through its operational parameters (mass flow, minimum cycle pressure and cycle pressure ratios) and heat exchangers area. Compressor and expanders costs are obtained as a function of power while heat exchangers cost is obtained as a function of their area and pressure. Each solution is used to train a surrogate model that will act as an approximator for the optimized CBC and predict cost based on heat input.
elib-URL des Eintrags: | https://elib.dlr.de/196366/ | ||||||||||||||||||||||||
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Dokumentart: | Konferenzbeitrag (Vortrag) | ||||||||||||||||||||||||
Titel: | Metamodels for Economically Optimized Closed Brayton Cycles | ||||||||||||||||||||||||
Autoren: |
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Datum: | 2023 | ||||||||||||||||||||||||
Erschienen in: | 36th International Conference on Efficiency, Cost, Optimization, Simulation and Environmental Impact of Energy Systems, ECOS 2023 | ||||||||||||||||||||||||
Referierte Publikation: | Nein | ||||||||||||||||||||||||
Open Access: | Nein | ||||||||||||||||||||||||
Gold Open Access: | Nein | ||||||||||||||||||||||||
In SCOPUS: | Ja | ||||||||||||||||||||||||
In ISI Web of Science: | Nein | ||||||||||||||||||||||||
DOI: | 10.52202/069564-0119 | ||||||||||||||||||||||||
Seitenbereich: | Seiten 1311-1321 | ||||||||||||||||||||||||
Verlag: | ECOS | ||||||||||||||||||||||||
ISBN: | 978-171387492-8 | ||||||||||||||||||||||||
Status: | veröffentlicht | ||||||||||||||||||||||||
Stichwörter: | CBC, Economic analysis, Machine learning, Surrogate, Thermodynamic analysis | ||||||||||||||||||||||||
Veranstaltungstitel: | 36th International Conference on Efficiency, Cost, Optimization, Simulation and Environmental Impact of Energy Systems (ECOS 2023) | ||||||||||||||||||||||||
Veranstaltungsort: | Las Palmas de Gran Canaria, Spanien | ||||||||||||||||||||||||
Veranstaltungsart: | internationale Konferenz | ||||||||||||||||||||||||
Veranstaltungsbeginn: | 25 Juni 2023 | ||||||||||||||||||||||||
Veranstaltungsende: | 30 Juni 2023 | ||||||||||||||||||||||||
HGF - Forschungsbereich: | Energie | ||||||||||||||||||||||||
HGF - Programm: | Energiesystemdesign | ||||||||||||||||||||||||
HGF - Programmthema: | Energiesystemtransformation | ||||||||||||||||||||||||
DLR - Schwerpunkt: | Energie | ||||||||||||||||||||||||
DLR - Forschungsgebiet: | E SY - Energiesystemtechnologie und -analyse | ||||||||||||||||||||||||
DLR - Teilgebiet (Projekt, Vorhaben): | E - Systemanalyse und Technologiebewertung | ||||||||||||||||||||||||
Standort: | Oldenburg | ||||||||||||||||||||||||
Institute & Einrichtungen: | Institut für Vernetzte Energiesysteme > Energiesystemanalyse, OL | ||||||||||||||||||||||||
Hinterlegt von: | Witte, Francesco | ||||||||||||||||||||||||
Hinterlegt am: | 04 Aug 2023 09:07 | ||||||||||||||||||||||||
Letzte Änderung: | 24 Apr 2024 20:56 |
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