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Accurate frequency response function identification of LPV systems: A 2D local parametric modeling approach

机译:LPV系统的准确频率响应函数识别:二维局部参数化建模方法

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In the last decades, LPV control has emerged as a systematic approach to design gain-scheduled controllers. This development has led to the emergence of LPV identification techniques. The aim of this paper is to present a new approach that enables fast and accurate identification of nonparametric frequency response functions of LPV systems. Main applications of the proposed approach include pre-testing for global LPV modeling and the use of nonparametric models as a basis for local LPV modeling. The proposed method extents recent developments of local parametric modeling techniques to a 2D situation. Pre-existing LPM/LRM methods are recovered as a special case. The advantages of the proposed approach are illustrated on a simulation model.
机译:在过去的几十年中,LPV控制已经成为一种设计增益预定控制器的系统方法。这种发展导致了LPV识别技术的出现。本文的目的是提出一种新方法,该方法能够快速,准确地识别LPV系统的非参数频率响应函数。拟议方法的主要应用包括针对全局LPV建模的预测试以及使用非参数模型作为本地LPV建模的基础。所提出的方法将局部参数化建模技术的最新发展扩展到了2D情况。作为特殊情况,将恢复先前存在的LPM / LRM方法。在仿真模型上说明了该方法的优点。

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