Lobe, Elisabeth und Stollenwerk, Tobias und Jung, Martin (2019) Flight Gate Assignment with a Quantum Annealer. First International Workshop on Quantum Technology and Optimization Problems (QTOP’19), 2019-03-18 - 2019-03-19, München, Deutschland.
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Kurzfassung
Optimal flight gate assignment is a highly relevant optimization problem from airport management. Among others, an important goal is the minimization of the total transit time of the passengers. The corresponding objective function is quadratic in the binary decision variables encoding the flight-to-gate assignment. Hence, it is a quadratic assignment problem being hard to solve in general. In this work we investigate the solvability of this problem with a D-Wave quantum annealer. These machines are optimizers for quadratic unconstrained optimization problems (QUBO). Therefore the flight gate assignment problem seems to be well suited for these machines. We use real world data from a mid-sized German airport as well as simulation based data to extract typical instances small enough to be amenable to the D-Wave machine. In order to mitigate precision problems, we employ bin packing on the passenger numbers to reduce the precision requirements of the extracted instances. We find that, for the instances we investigated, the bin packing has little effect on the solution quality. Hence, we were able to solve small problem instances extracted from real data with the D-Wave 2000Q quantum annealer.
elib-URL des Eintrags: | https://elib.dlr.de/128864/ | ||||||||||||||||
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Dokumentart: | Konferenzbeitrag (Vortrag) | ||||||||||||||||
Titel: | Flight Gate Assignment with a Quantum Annealer | ||||||||||||||||
Autoren: |
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Datum: | 18 März 2019 | ||||||||||||||||
Referierte Publikation: | Ja | ||||||||||||||||
Open Access: | Nein | ||||||||||||||||
Gold Open Access: | Nein | ||||||||||||||||
In SCOPUS: | Nein | ||||||||||||||||
In ISI Web of Science: | Nein | ||||||||||||||||
Status: | veröffentlicht | ||||||||||||||||
Stichwörter: | Quadratic Assignment Problem, QUBO, Airport Planning, Quantum Annealing Application, Combinatorial Optimization | ||||||||||||||||
Veranstaltungstitel: | First International Workshop on Quantum Technology and Optimization Problems (QTOP’19) | ||||||||||||||||
Veranstaltungsort: | München, Deutschland | ||||||||||||||||
Veranstaltungsart: | internationale Konferenz | ||||||||||||||||
Veranstaltungsbeginn: | 18 März 2019 | ||||||||||||||||
Veranstaltungsende: | 19 März 2019 | ||||||||||||||||
HGF - Forschungsbereich: | Luftfahrt, Raumfahrt und Verkehr | ||||||||||||||||
HGF - Programm: | Raumfahrt | ||||||||||||||||
HGF - Programmthema: | Technik für Raumfahrtsysteme | ||||||||||||||||
DLR - Schwerpunkt: | Raumfahrt | ||||||||||||||||
DLR - Forschungsgebiet: | R SY - Technik für Raumfahrtsysteme | ||||||||||||||||
DLR - Teilgebiet (Projekt, Vorhaben): | R - Quantencomputing (alt) | ||||||||||||||||
Standort: | Braunschweig | ||||||||||||||||
Institute & Einrichtungen: | Institut für Simulations- und Softwaretechnik > High Performance Computing Institut für Flughafenwesen und Luftverkehr > Flughafenforschung | ||||||||||||||||
Hinterlegt von: | Lobe, Elisabeth | ||||||||||||||||
Hinterlegt am: | 06 Nov 2019 10:42 | ||||||||||||||||
Letzte Änderung: | 24 Apr 2024 20:32 |
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