Stollenwerk, Tobias and Michaud, Vincent and Lobe, Elisabeth and Picard, Mathieu and Basermann, Achim and Botter, Thierry (2021) Agile Earth Observation Satellite Scheduling With a Quantum Annealer. IEEE Transactions on Aerospace and Electronic Systems, 57 (5), pp. 3520-3528. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/TAES.2021.3088490. ISSN 0018-9251.
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Official URL: https://ieeexplore.ieee.org/document/9456916
Abstract
We present a comparison study of state-of-the-art classical optimization methods to a D-Wave 2000Q quantum annealer for the scheduling of agile Earth observation satellites. The problem is to acquire high-value images while obeying the attitude maneuvering constraint of the satellite. In order to investigate close to real-world problems, we created benchmark problems by simulating realistic scenarios. Our results show that a tuned quantum annealing approach can run faster when used to find the optimal solution than a classical exact solver for some of the problem instances. Moreover, we find that the solution quality of the quantum annealer is comparable to the heuristic method used operationally for small problem instances, but degrades rapidly due to the limited precision of the quantum annealer.
| Item URL in elib: | https://elib.dlr.de/189617/ | ||||||||||||||||||||||||||||
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| Document Type: | Article | ||||||||||||||||||||||||||||
| Title: | Agile Earth Observation Satellite Scheduling With a Quantum Annealer | ||||||||||||||||||||||||||||
| Authors: |
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| Date: | October 2021 | ||||||||||||||||||||||||||||
| Journal or Publication Title: | IEEE Transactions on Aerospace and Electronic Systems | ||||||||||||||||||||||||||||
| Refereed publication: | No | ||||||||||||||||||||||||||||
| Open Access: | No | ||||||||||||||||||||||||||||
| Gold Open Access: | No | ||||||||||||||||||||||||||||
| In SCOPUS: | Yes | ||||||||||||||||||||||||||||
| In ISI Web of Science: | Yes | ||||||||||||||||||||||||||||
| Volume: | 57 | ||||||||||||||||||||||||||||
| DOI: | 10.1109/TAES.2021.3088490 | ||||||||||||||||||||||||||||
| Page Range: | pp. 3520-3528 | ||||||||||||||||||||||||||||
| Editors: |
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| Publisher: | IEEE - Institute of Electrical and Electronics Engineers | ||||||||||||||||||||||||||||
| ISSN: | 0018-9251 | ||||||||||||||||||||||||||||
| Status: | Published | ||||||||||||||||||||||||||||
| Keywords: | Agile satellite, classical optimization, earth observation satellite, quantum annealer, quantum optimization, scheduling | ||||||||||||||||||||||||||||
| 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 - Quantum computing | ||||||||||||||||||||||||||||
| Location: | Köln-Porz | ||||||||||||||||||||||||||||
| Institutes and Institutions: | Institute of Software Technology > High-Performance Computing Institute of Software Technology | ||||||||||||||||||||||||||||
| Deposited By: | Lobe, Elisabeth | ||||||||||||||||||||||||||||
| Deposited On: | 05 Dec 2022 13:37 | ||||||||||||||||||||||||||||
| Last Modified: | 05 Dec 2022 13:37 |
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