Model-free subspace approach to NLQG controller design using bilinear model

S. Rahmani, H. Khaloozadeh, A. Khaki‐Sedigh
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引用次数: 2

Abstract

In this paper, Linear Quadratic Gaussian (LQG) controller extended to a class of nonlinear systems based on subspace matrices using bilinear model. LQG controller design based on subspace matrices provides directly from system input output data. Therefore it is more useful for systems that their models are not available. Since the most practical systems are nonlinear, LQG controller design based on linear subspace model is reflected to a weak control performance or even instability. To overcome this problem, LQG controller design based on bilinear subspace model is presented. Simulation results and comparison studies are provided to show the effectiveness of proposed method.
采用双线性模型的无模型子空间方法设计NLQG控制器
本文利用双线性模型,将线性二次高斯(LQG)控制器扩展到一类基于子空间矩阵的非线性系统。LQG控制器设计基于子空间矩阵,直接提供来自系统输入输出的数据。因此,对于模型不可用的系统来说,它更有用。由于大多数实际系统都是非线性的,基于线性子空间模型的LQG控制器设计体现为控制性能弱甚至不稳定。为了克服这一问题,提出了基于双线性子空间模型的LQG控制器设计。仿真结果和对比研究表明了该方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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