An Information-Theoretic Approach to Distributed State Estimation

نویسندگان

  • Giorgio Battistelli
  • Luigi Chisci
  • Stefano Morrocchi
  • Francesco Papi
چکیده

It is shown that the covariance intersection fusion rule, widely used in the context of distributed estimation, has a nice information-theoretic interpretation in terms of consensus on the Kullback-Leibler average of Gaussian probability density functions (PDFs). Based on this observation, a novel distributed state estimator based on the consensus among local posterior PDFs is proposed and its stability properties are analyzed.

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تاریخ انتشار 2011