Quantum Annealing Applied to De-Conflicting Optimal Trajectories for Air Traffic Management

计算机科学
作者
Tobias Stollenwerk,Bryan O’Gorman,Davide Venturelli,Salvatore Mandrà,Olga Rodionova,Hokkwan Ng,Banavar Sridhar,Eleanor Rieffel,Rupak Biswas
出处
期刊:IEEE Transactions on Intelligent Transportation Systems [Institute of Electrical and Electronics Engineers]
卷期号:21 (1): 285-297 被引量:66
标识
DOI:10.1109/tits.2019.2891235
摘要

We present the mapping of a class of simplified air traffic management problems (strategic conflict resolution) to quadratic unconstrained Boolean optimization problems. The mapping is performed through an original representation of the conflict-resolution problem in terms of a conflict graph, where the nodes of the graph represent flights and the edges represent a potential conflict between flights. The representation allows a natural decomposition of a real-world instance related to wind-optimal trajectories over the Atlantic Ocean into smaller subproblems that can be discretized and are amenable to be programmed in quantum annealers. In this paper, we tested the new programming techniques, and we benchmark the hardness of the instances using both classical solvers and the D-Wave 2X and D-Wave 2000Q quantum chip. The preliminary results show that for reasonable modeling choices, the most challenging subproblems which are programmable in the current devices are solved to optimality with 99% of probability within a second of annealing time.
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