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Transmission expansion planning by quantum annealing

Lopez Banos, Sergio und Raventos Morera, Oriol und Díaz Fernández, Álvaro (2023) Transmission expansion planning by quantum annealing. QUANTUMatter2023, 2023-05-23 - 2023-05-25, Madrid, Spain.

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Kurzfassung

The transmission expansion planning problem (TEP) is a mixed integer linear problem (MILP) that aims at finding the optimal way to expand the capacity of an energy system. It decides how many components to build in order to satisfy the energy demand on a distributed energy system with a high share of renewable energy sources . The TEP scales badly using classical algorithms and, at the same time, energy system models are getting larger and more complex due to the integration of decentralized weatherdependent renewable energy sources, sector coupling and the increase of storage components. Currently, the problem is often linearized or the scope and granularity of the model are reduced using clustering algorithms. For this reason, any computational time reduction will have substantial implications in closing the granularity gap between what the current models can solve and the desired resolution needed by energy system operators. With the goal of reducing computational time in mind, we plan to apply quantum annealing (QA) to the optimization of small energy system models. We also plan to decompose the TEP using Benders' decomposition into an integer master problem and a linear slave problem so that we can use a hybrid classical-quantum approach to tackle bigger problems. This would allow us to take advantage of cuttingedge classical algorithms to solve the linear part along with QA to solve the more challenging non-linear part.

elib-URL des Eintrags:https://elib.dlr.de/195390/
Dokumentart:Konferenzbeitrag (Poster)
Titel:Transmission expansion planning by quantum annealing
Autoren:
AutorenInstitution oder E-Mail-AdresseAutoren-ORCID-iDORCID Put Code
Lopez Banos, Sergiosergio.lopezbanos (at) dlr.dehttps://orcid.org/0009-0001-4873-7437136544286
Raventos Morera, OriolOriol.RaventosMorera (at) dlr.dehttps://orcid.org/0000-0002-0512-4331NICHT SPEZIFIZIERT
Díaz Fernández, ÁlvaroBBVANICHT SPEZIFIZIERTNICHT SPEZIFIZIERT
Datum:Mai 2023
Referierte Publikation:Nein
Open Access:Ja
Gold Open Access:Nein
In SCOPUS:Nein
In ISI Web of Science:Nein
Status:veröffentlicht
Stichwörter:transmission expansion planning, quantum annealing
Veranstaltungstitel:QUANTUMatter2023
Veranstaltungsort:Madrid, Spain
Veranstaltungsart:internationale Konferenz
Veranstaltungsbeginn:23 Mai 2023
Veranstaltungsende:25 Mai 2023
Veranstalter :Phantoms Foundation
HGF - Forschungsbereich:Energie
HGF - Programm:Energiesystemdesign
HGF - Programmthema:Digitalisierung und Systemtechnologie
DLR - Schwerpunkt:Energie
DLR - Forschungsgebiet:E SY - Energiesystemtechnologie und -analyse
DLR - Teilgebiet (Projekt, Vorhaben):E - Energiesystemtechnologie
Standort: Oldenburg
Institute & Einrichtungen:Institut für Vernetzte Energiesysteme > Energiesystemanalyse, OL
Hinterlegt von: Lopez Banos, Sergio
Hinterlegt am:08 Jun 2023 11:04
Letzte Änderung:24 Apr 2024 20:55

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