Lobe, Elisabeth and Stollenwerk, Tobias (2019) Flight Gate Assignment with a Quantum Annealer. Qubits Europe 2019, 2019-03-25 - 2019-03-27, Mailand, Italien.
PDF
- Only accessible within DLR
12MB |
Abstract
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.
Item URL in elib: | https://elib.dlr.de/128866/ | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Document Type: | Conference or Workshop Item (Speech) | ||||||||||||
Title: | Flight Gate Assignment with a Quantum Annealer | ||||||||||||
Authors: |
| ||||||||||||
Date: | 26 March 2019 | ||||||||||||
Refereed publication: | No | ||||||||||||
Open Access: | No | ||||||||||||
Gold Open Access: | No | ||||||||||||
In SCOPUS: | No | ||||||||||||
In ISI Web of Science: | No | ||||||||||||
Status: | Published | ||||||||||||
Keywords: | Quadratic Assignment Problem, QUBO, Quantum Annealing, Airport Planning | ||||||||||||
Event Title: | Qubits Europe 2019 | ||||||||||||
Event Location: | Mailand, Italien | ||||||||||||
Event Type: | international Conference | ||||||||||||
Event Start Date: | 25 March 2019 | ||||||||||||
Event End Date: | 27 March 2019 | ||||||||||||
Organizer: | D-Wave Systems | ||||||||||||
HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||
HGF - Program: | Space | ||||||||||||
HGF - Program Themes: | Space System Technology | ||||||||||||
DLR - Research area: | Raumfahrt | ||||||||||||
DLR - Program: | R SY - Space System Technology | ||||||||||||
DLR - Research theme (Project): | R - Quantencomputing (old) | ||||||||||||
Location: | Köln-Porz | ||||||||||||
Institutes and Institutions: | Institut of Simulation and Software Technology > High Performance Computing | ||||||||||||
Deposited By: | Lobe, Elisabeth | ||||||||||||
Deposited On: | 12 Nov 2019 11:16 | ||||||||||||
Last Modified: | 24 Apr 2024 20:32 |
Repository Staff Only: item control page