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Highly computationally efficient state filter based on the delta operator

机译:基于增量运算符的高效计算状态滤波器

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摘要

The Kalman filter is not suitable for the state estimation of linear systems with multistate delays, and the extended state vector Kalman filtering algorithm results in heavy computational burden because of the large dimension of the state estimation covariance matrix. Thus, in this paper, we develop a novel state estimation algorithm for enhancing the computational efficiency based on the delta operator. The computation analysis and the simulation example show the performance of the proposed algorithm.
机译:卡尔曼滤波器不适用于具有多状态延迟的线性系统的状态估计,并且扩展的状态向量卡尔曼滤波算法由于状态估计协方差矩阵的维数较大,导致计算负担重。因此,在本文中,我们开发了一种新颖的状态估计算法,以基于增量算子提高计算效率。计算分析和仿真算例表明了该算法的性能。

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  • 作者单位

    Jiangnan Univ, Sch Internet Things Engn, Key Lab Adv Proc Control Light Ind, Minist Educ, Wuxi, Jiangsu, Peoples R China;

    Jiangnan Univ, Sch Internet Things Engn, Key Lab Adv Proc Control Light Ind, Minist Educ, Wuxi, Jiangsu, Peoples R China|Qingdao Univ Sci & Technol, Coll Automat & Elect Engn, Qingdao, Shandong, Peoples R China;

    Jiangnan Univ, Sch Internet Things Engn, Key Lab Adv Proc Control Light Ind, Minist Educ, Wuxi, Jiangsu, Peoples R China;

    Univ Strathclyde, Space Mechatron Syst Technol Lab, Glasgow, Lanark, Scotland;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);美国《生物学医学文摘》(MEDLINE);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    delta operator; Kalman filtering; state estimation; time-delay system;

    机译:德尔塔算子;卡尔曼滤波;状态估计;时滞系统;

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