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Recursive identification of bilinear time-delay systems through the redundant rule

机译:通过冗余规则对双线性时滞系统进行递归辨识

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摘要

This paper develops a redundant recursive identification algorithm for joint estimation of states and parameters of bilinear state-space systems with time delays. In order to handle measurement delays in parameter identification and state estimation, the bilinear model is transformed to an extended identification model according to the redundant rule. In this regard, a bilinear state observer is established to update the unavailable states recursively, and a new least squares based efficient estimation algorithm is presented for simultaneously estimating the unknown states, parameters and time delay. The effectiveness of the proposed algorithm is evaluated by a numerical example. (C) 2019 The Franklin Institute. Published by Elsevier Ltd. All rights reserved.
机译:本文针对时滞双线性状态空间系统的状态和参数联合估计,提出了一种冗余的递归辨识算法。为了处理参数识别和状态估计中的测量延迟,根据冗余规则将双线性模型转换为扩展的识别模型。在这方面,建立了一个双线性状态观测器来递归更新不可用状态,并提出了一种新的基于最小二乘的有效估计算法,用于同时估计未知状态,参数和时间延迟。数值算例验证了该算法的有效性。 (C)2019富兰克林研究所。由Elsevier Ltd.出版。保留所有权利。

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  • 来源
    《Journal of the Franklin Institute》 |2020年第1期|726-747|共22页
  • 作者单位

    Jiangnan Univ Sch Internet Things Engn Key Lab Adv Proc Control Light Ind Minist Educ Wuxi 214122 Jiangsu Peoples R China;

    Jiangnan Univ Sch Internet Things Engn Key Lab Adv Proc Control Light Ind Minist Educ Wuxi 214122 Jiangsu Peoples R China|Qingdao Univ Sci & Technol Coll Automat & Elect Engn Qingdao 266061 Peoples R China|Hubei Normal Univ Coll Mechatron & Control Engn Huangshi 435002 Hubei Peoples R China;

    King Abdulaziz Univ Dept Math Jeddah 21589 Saudi Arabia;

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  • 入库时间 2022-08-18 05:17:19

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