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Event-based state and unknown input estimation for uncertain systems with stochastic nonlinearities

机译:具有随机非线性不确定系统的基于事件的状态和未知输入估计

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摘要

In this paper, the event-based state and unknown input estimation (SUIE) problem is investigated for a class of stochastic systems subject to parameter uncertainties and stochastic nonlinearities. For the purpose of reducing the energy consumption in data transmission, an event-triggering protocol is employed to regulate whether the current measurement is transmitted by the sensor. Utilising the event-triggered measurement, a recursive estimator is constructed to concurrently estimate the state and the unknown input. The upper bounds of estimation error covariances are given explicitly for both the state and the unknown input estimates. By means of the completing-the-square technique and Lagrange multiplier method, the estimator gain matrices are designed which minimise the obtained upper bounds. Finally, a numerical example is given to show the effectiveness of the proposed SUIE method.
机译:在本文中,研究了基于事件的状态和未知的输入估计(SUIE)问题,用于一类受参数不确定性和随机非线性的一类随机系统。 为了降低数据传输中的能量消耗,采用事件触发协议来规范传感器是否传输电流测量。 利用事件触发测量,构造递归估计器以同时估计状态和未知输入。 估计误差协方差的上限是明确给出的,用于状态和未知输入估计。 通过完成 - 方形技术和拉格朗日乘法器方法,设计了估计器增益矩阵,其最小化获得的上限。 最后,给出了数值例子来显示所提出的SUIE方法的有效性。

著录项

  • 来源
    《International journal of systems science》 |2021年第8期|1148-1159|共12页
  • 作者单位

    Donghua Univ Coll Informat Sci & Technol Shanghai 201620 Peoples R China|Minist Educ Engn Res Ctr Digitalized Text & Fash Technol Shanghai 201620 Peoples R China;

    Donghua Univ Coll Informat Sci & Technol Shanghai 201620 Peoples R China|Minist Educ Engn Res Ctr Digitalized Text & Fash Technol Shanghai 201620 Peoples R China;

    Donghua Univ Coll Informat Sci & Technol Shanghai 201620 Peoples R China|Minist Educ Engn Res Ctr Digitalized Text & Fash Technol Shanghai 201620 Peoples R China;

    Donghua Univ Coll Informat Sci & Technol Shanghai 201620 Peoples R China|Minist Educ Engn Res Ctr Digitalized Text & Fash Technol Shanghai 201620 Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Unknown input; uncertain systems; stochastic systems; event-triggering mechanism; state estimation;

    机译:未知输入;不确定的系统;随机系统;事件触发机制;状态估计;

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