Gradient-like observers for invariant dynamics on a lie group

Christian Lageman*, Jochen Trumpf, Robert Mahony

*Corresponding author for this work

    Research output: Contribution to journalArticlepeer-review

    114 Citations (Scopus)

    Abstract

    This paper proposes a design methodology for non-linear state observers for invariant kinematic systems posed on finite dimensional connected Lie groups, and studies the associated fundamental system structure. The concept of synchrony of two dynamical systems is specialized to systems on Lie groups. For invariant systems this leads to a general factorization theorem of a nonlinear observer into a synchronous (internal model) term and an innovation term. The synchronous term is fully specified by the system model. We propose a design methodology for the innovation term based on gradient-like terms derived from invariant or non-invariant cost functions. The resulting nonlinear observers have strong (almost) global convergence properties and examples are used to demonstrate the relevance of the proposed approach.

    Original languageEnglish
    Article number5361390
    Pages (from-to)367-377
    Number of pages11
    JournalIEEE Transactions on Automatic Control
    Volume55
    Issue number2
    DOIs
    Publication statusPublished - Feb 2010

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