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  • 标题:Equivariant Filter Design for Kinematic Systems on Lie Groups
  • 本地全文:下载
  • 作者:Robert Mahony ; Jochen Trumpf
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2021
  • 卷号:54
  • 期号:9
  • 页码:253-260
  • DOI:10.1016/j.ifacol.2021.06.148
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractIt is known that invariance and equivariance properties for systems on Lie groups can be exploited in the design of high performance and robust observers and filters for real-world robotics applications such as inertial navigation or simultaneous localization and mapping (SLAM). This paper proposes an analysis framework that allows any kinematic system on a Lie group to be embedded in a natural manner into an equivariant kinematic system. This framework allows us to characterise the properties of, and relationships between, invariant systems, group affine systems, and equivariant systems. We propose a new filter design, the Equivariant Filter (EqF), that exploits the equivariance properties of the system embedding and can be applied to any kinematic system on a Lie group. The EqF specializes to the Invariant Extended Kalman Filter (IEKF) in the case where the observed system is group affine or invariant.
  • 关键词:KeywordsEquivariant Systems TheoryNonlinear ObserversEquivariant Filter (EqF)
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