A Methodology for Real-Time Implementation of Nonlinear Observers via Convex Optimization

Daniel Quintana, V. Estrada-Manzo, M. Bernal
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引用次数: 6

Abstract

This paper is concerned with the design and real-time implementation of nonlinear observers via convex optimization techniques. The well-known problem of unmeasurable premises is overcome by employing only known signals for the observer while the difficulty of obtaining the error system is solved by algebraic rearrangements and Taylor series. The resulting error dynamics are exactly rewritten as a tensor-product polytope which enables solving for the observer gains via linear matrix inequalities. Both simulation and real-time examples are provided.
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基于凸优化的非线性观测器实时实现方法
本文研究了基于凸优化技术的非线性观测器的设计与实时实现。采用已知的观测器信号克服了众所周知的前提不可测的问题,而通过代数重排和泰勒级数解决了获得误差系统的困难。由此产生的误差动力学被精确地改写为张量积多面体,从而能够通过线性矩阵不等式求解观测器增益。给出了仿真和实时实例。
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