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Highly computationally efficient state filter based on the delta operator

机译:基于Delta运算符的高度计算上高效的状态滤波器

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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差差延迟的线性系统的状态估计,并且由于状态估计协方差矩阵的大维度,扩展状态矢量卡尔曼滤波算法导致重大计算负担。因此,在本文中,我们开发了一种新的新型估计算法,用于提高基于Delta运算符的计算效率。计算分析和仿真示例显示了所提出的算法的性能。

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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:Delta运营商;卡尔曼滤波;状态估计;时间延迟系统;

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