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Event-based recursive filtering for time-delayed stochastic nonlinear systems with missing measurements

机译:基于事件的递归滤波,用于缺少测量值的时滞随机非线性系统

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摘要

In this paper, the recursive filtering is investigated for a type of time-delayed stochastic nonlinear systems with event-based communication protocols and missing measurements. A varying condition threshold in event triggering protocols is introduced to better match up with the system dynamic performance. The purpose of this paper is to develop an easy-implemented recursive algorithm with consideration of linearization errors, time-delays, packet losses as well as adopted communication protocols. By carrying out some elaborate mathematical operation, the desired parameters can be derived by means of the solutions to two Riccati-like difference equations. Such parameters can effectively suppress the trace of filtering error covariances and therefore the developed filtering algorithm is subopthnal. Finally, an illustrative example is presented to show the effectiveness of the developed filtering algorithm.
机译:在本文中,研究了一种基于事件的通信协议且缺少度量的一类时滞随机非线性系统的递归滤波。在事件触发协议中引入了变化的条件阈值,以更好地与系统动态性能匹配。本文的目的是在考虑线性化误差,时延,丢包以及采用的通信协议的基础上,开发一种易于实现的递归算法。通过进行一些精细的数学运算,可以通过对两个类似里卡蒂的差分方程的解来导出所需的参数。这些参数可以有效地抑制滤波误差协方差的踪迹,因此开发的滤波算法是次要的。最后,给出了一个说明性示例,以说明所开发的过滤算法的有效性。

著录项

  • 来源
    《Signal processing》 |2017年第5期|158-165|共8页
  • 作者单位

    Shanghai Key Lab of Modern Optical System, Department of Control Science and Engineering, University of Shanghai for Science and Technology,Shanghai 200093, China;

    Shanghai Key Lab of Modern Optical System, Department of Control Science and Engineering, University of Shanghai for Science and Technology,Shanghai 200093, China;

    Shanghai Key Lab of Modern Optical System, Department of Control Science and Engineering, University of Shanghai for Science and Technology,Shanghai 200093, China;

    Department of Mathematics, Yangzhou University, Yangzhou 225002, PR China,Communication Systems and Networks (CSN) Research Group, Faculty of Engineering, King Abdulaziz University, Jeddah 21589, Saudi Arabia;

    Communication Systems and Networks (CSN) Research Group, Faculty of Engineering, King Abdulaziz University, Jeddah 21589, Saudi Arabia;

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

    Time-delayed stochastic nonlinear systems; Recursive filtering; Event-triggering protocols; Varying thresholds;

    机译:时滞随机非线性系统;递归过滤;事件触发协议;阈值变化;

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