Observers for Kinematic Systems with Symmetry

R. Mahony, J. Trumpf, T. Hamel
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引用次数: 43

Abstract

Abstract This paper considers the design of nonlinear state observers for finite-dimensional equivariant kinematics of mechanical systems. The observer design problem is approached by lifting the system kinematics onto the symmetry group and designing an observer for the lifted system. Two particular classes of lifted systems are identified, which we term type I and type II systems, that correspond to common configurations of sensor suites for mobile robotics applications. We consider type I systems in detail and define an error signal on the symmetry group using the group structure. We propose an observer structure with a pre-observer or internal model augmented by an equivariant innovation term that leads to autonomous error evolution. A control Lyapunov function construction is used to design the observer innovation that both ensures the required equivariance, and leads to strong convergence properties of the observer error dynamics.
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对称运动系统的观测器
研究了有限维等变机械系统非线性状态观测器的设计。通过将系统运动学提升到对称群上,并为提升后的系统设计观测器来解决观测器设计问题。确定了两种特定类型的升降系统,我们称之为I型和II型系统,它们对应于移动机器人应用的传感器套件的常见配置。我们详细考虑了I型系统,并利用群结构定义了对称群上的误差信号。我们提出了一种观测器结构,该结构具有前观测器或内部模型,该模型由一个等变创新项增强,从而导致自主误差演化。采用控制李雅普诺夫函数构造来设计观测器创新,既保证了所需的等方差,又使观测器误差动态具有较强的收敛性。
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