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Experimental analysis of a game-theoretic formulation of target tracking

  • Yanbo Yang
  • , Bill Moran
  • , Xuezhi Wang
  • , Timothy C. Brown
  • , Simon Williams
  • , Quan Pan
  • Xidian University
  • University of Melbourne
  • Royal Melbourne Institute of Technology University

科研成果: 期刊稿件文章同行评审

12 引用 (Scopus)

摘要

Optimal trajectories for two platforms with similar dynamics are calculated using a game theoretic formulation. Each platform makes noisy observations of the kinematic state of the other. The objective of each is to maximise observable information about the other while minimising the information the other is able to acquire about it. That is to say, each platform maximises the mutual information between the expected future measurement of the opposing platform and the current likelihood of the state whilst minimising the estimated mutual information between potential measurements of itself by the other and its actual state. The multi-objective optimisation problem for each platform is converted to a single optimisation using the Pareto parameter to weigh the relative importance of the two information measures. The relationship between the two Pareto parameters, and different initial track initialisations is investigated. Remarkably this complex coupled system of two platforms exhibits, for suitably chosen values of the Pareto parameters, interesting cyclical behaviours that are worthy of further exploration.

源语言英语
文章编号108793
期刊Automatica
114
DOI
出版状态已出版 - 4月 2020

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