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Equivariant Filter Design for Kinematic Systems on Lie Groups (2004.00828v2)
Published 2 Apr 2020 in eess.SY and cs.SY
Abstract: It 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 robotic systems. 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.
- Robert Mahony (71 papers)
- Jochen Trumpf (19 papers)