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Agile Earth Observation Satellite Scheduling With a Quantum Annealer

Authors :
Tobias Stollenwerk
Thierry Botter
Achim Basermann
Elisabeth Lobe
Vincent Michaud
Mathieu Picard
Publication Year :
2021

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.

Details

Language :
English
Database :
OpenAIRE
Accession number :
edsair.doi.dedup.....226ee45da1deef6526831ceb3ff95a91
Full Text :
https://doi.org/10.1109/taes.2021.3088490