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Parallelisation of Sequential Monte Carlo for real-time control in air traffic management

Abstract

This paper presents the parallelisation of a Sequential Monte Carlo algorithm, and the associated changes required when applied to the problem of conflict resolution and aircraft trajectory control in air traffic management. The target problem is non-linear, constrained, non-convex and multi-agent. The new method is shown to have a 98.5% computational time saving over that of a previous sequential implementation, with no degradation in path quality. The computation saving is enough to allow real-time implementation. This work was supported by EPSRC (Engineering and Physical Sciences Research Council - UK) Grant No. EP/G066477/1 In proceedings of the IEEE Conference on Decision and Control 201

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Last time updated on 01/11/2023

This paper was published in Scipedia.

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