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Robust fuzzy-model-based filtering for nonlinear networked systems with energy constraints

机译:具有能量约束的非线性网络系统的基于模糊模型的鲁棒滤波

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摘要

The fuzzy-model-based H infinity filtering for a class of discrete-time wireless nonlinear networked systems with energy constraints is investigated in this paper. Due to the limitation of transmission power, the measurement data is not transmitted at each sampling instant, and it is scheduled here. Two techniques are proposed to reduce the transmission power, i.e., event-based transmission protocol and measurement size reduction scheme. Firstly, a new event-based transmission protocol is presented such that the transmission occurs only when the designed event occurs. Then, the measurement size reduction technique is applied. The so-called measurement size reduction technique consists of two parts: the logarithmic quantization and the stochastic measurement element selection. The simultaneous utilization of above two techniques can significantly reduce the energy consumption in such a wireless networked system. By constructing the fuzzy-mode-dependent Lyapunov functional, sufficient conditions are derived such that the filtering error system is stochastically stable with a prescribed Hm performance level. An optimization problem is presented to determine the optimal filter gains. The effectiveness of the proposed filter design scheme is illustrated by a simulation study on the nonlinear truck-trailer system. (C) 2017 The Franklin Institute. Published by Elsevier Ltd. All rights reserved.
机译:研究了一类具有能量约束的离散时间非线性无线网络系统的基于模糊模型的H无穷大滤波。由于发射功率的限制,测量数据不会在每个采样时刻发送,因此在此进行调度。提出了两种降低传输功率的技术,即基于事件的传输协议和测量尺寸减小方案。首先,提出了一种新的基于事件的传输协议,使得仅在发生设计事件时才进行传输。然后,应用测量尺寸减小技术。所谓的测量尺寸缩减技术由两部分组成:对数量化和随机测量元素选择。同时利用上述两种技术可以大大减少这种无线联网系统中的能耗。通过构造依赖于模糊模式的Lyapunov函数,可以得出足够的条件,使得滤波误差系统在规定的Hm性能水平下是随机稳定的。提出了一个优化问题,以确定最佳滤波器增益。通过对非线性卡车-拖车系统的仿真研究,说明了所提出的滤波器设计方案的有效性。 (C)2017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》 |2017年第4期|1957-1973|共17页
  • 作者单位

    Zhejiang Univ Technol, Dept Automat, Hangzhou 310023, Zhejiang, Peoples R China|Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 117576, Singapore;

    Griffith Univ, Griffith Sch Engn, Gold Coast, Qld 4222, Australia;

    Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 117576, Singapore;

    Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 117576, Singapore;

    Zhejiang Univ Technol, Dept Automat, Hangzhou 310023, Zhejiang, Peoples R China;

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  • 入库时间 2022-08-18 02:57:43

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