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正定矩阵流形上的系统控制算法
引用本文:纳文,孙福鹏,曾澍楠,孙华飞.正定矩阵流形上的系统控制算法[J].北京理工大学学报,2021,41(2):221-225.
作者姓名:纳文  孙福鹏  曾澍楠  孙华飞
作者单位:北京理工大学数学与统计学院,北京 100081
基金项目:北京市科委创新资助项目(Z161100005016043)
摘    要:非线性问题出现在多个领域,如何处理非线性问题是科学工作者们关注的热点.本文针对控制系统的结构和控制问题,利用正定矩阵流形上的几何结构,设计出一个以正定矩阵为输出的控制系统.为使得系统输出尽可能接近相应的指标,根据不同的度量结构设计出相应的自然梯度算法,实验结果验证了算法的有效性. 

关 键 词:非线性问题  正定矩阵流形  控制系统  自然梯度算法
收稿时间:2019/11/8 0:00:00

Control Algorithms for Positive Definite Matrix Manifolds
AUNG Naing Win,SUN Fupeng,ZENG Shunan,SUN Huafei.Control Algorithms for Positive Definite Matrix Manifolds[J].Journal of Beijing Institute of Technology(Natural Science Edition),2021,41(2):221-225.
Authors:AUNG Naing Win  SUN Fupeng  ZENG Shunan  SUN Huafei
Institution:School of Mathematics and Statistics, Beijing Institute of Technology, Beijing 100081, China
Abstract:Nonlinear problems appear in many fields. How to deal with nonlinear problems is a hot topic in scientist attention. On the structure and control problems of control systems,in this paper,making use of the geometric structure of positive definite matrix manifold,a control system was designed with positive definite matrix as its output. In order to make the system output as close to the corresponding index as possible,a corresponding natural gradient algorithm was designed according to different measured structures,and some experiments were carried out to verify the effectiveness of the algorithm.
Keywords:nonlinear problems  positive definite matrix manifold  control system  natural gradient algorithm
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