消费电子系统中马尔可夫跳变模糊系统的H∞延迟滤波:输入-输出分析

IF 10.9 2区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
Muhammad Shamrooz Aslam;Hazrat Bilal;Wen-Jer Chang;Neeraj Kumar;Izaz Ahmad Khan;Athanasios V. Vasilakos
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引用次数: 0

摘要

本文研究了具有时变延迟的Takagi-Sugeno (T-S)模糊系统的鲁棒$H_{\infty }$滤波器的设计,这在许多消费电子应用中是一个关键挑战。我们通过将马尔可夫跳跃参数纳入系统不确定性模型并考虑内部时变延迟来扩展现有的研究,这些延迟在诸如无线通信和消费设备中的网络控制系统等现实场景中普遍存在。为了解决时变延迟带来的复杂性,我们采用了一个三项近似模型,与传统方法相比,该模型更准确地捕获了系统动力学。此外,我们将隶属函数(mf)的时间导数纳入滤波器设计,以及它对系统稳定性和性能的影响。为了保证滤波器的稳定性,我们基于模相关Lyapunov-Krasovskii泛函方法导出了新的稳定性条件,并结合了对MF时间导数上界的约束。利用小增益定理和缩放技术,我们提出了用线性矩阵不等式(lmi)表示的全阶和降阶$H_{\infty }$滤波器的设计。这些基于lmi的解决方案为滤波器合成提供了一种系统的、计算效率高的方法。最后,我们通过相关消费电子应用的示例验证了我们提出的滤波策略的有效性,例如音频设备的降噪、相机的图像稳定和可穿戴设备的振动抑制。结果表明,在存在时变延迟和不确定性的情况下,所提出的滤波器具有较好的鲁棒性和性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
H∞Delayed Filtering of Markov Jump Fuzzy Systems in Consumer Electronics: Input–Output Analysis
This article investigates the design of robust $H_{\infty }$ filters for Takagi–Sugeno (T–S) fuzzy systems with time-varying delays, with a critical challenge in many consumer electronics applications. We extend existing research by incorporating Markovian jump parameters to model system uncertainties and considering internal-like time-varying delays, which are prevalent in real-world scenarios such as wireless communication and networked control systems in consumer devices. To address the complexities introduced by time-varying delays, we employ a three-term approximation model that more accurately captures the system dynamics compared to traditional approaches. Furthermore, we incorporate the time derivative of the membership functions (MFs) into the filter design, and its impact on system stability and performance. To ensure filter stability, we derive novel stability conditions based on the mode-dependent Lyapunov-Krasovskii functional approach, incorporating constraints on the higher bounds of the MF time derivatives. Leveraging the small-gain theorem with scaling techniques, we propose the design of both full-order and reduced-order $H_{\infty }$ filters, expressed in terms of linear matrix inequalities (LMIs). These LMI-based solutions provide a systematic and computationally efficient approach for filter synthesis. Finally, we validate the effectiveness of our proposed filtering strategies through illustrative examples drawn from relevant consumer electronics applications, such as noise cancellation in audio devices, image stabilization in cameras, and vibration suppression in wearable devices. The results demonstrate the enhanced robustness and performance of the proposed filters in the presence of time-varying delays and uncertainties.
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来源期刊
CiteScore
7.70
自引率
9.30%
发文量
59
审稿时长
3.3 months
期刊介绍: The main focus for the IEEE Transactions on Consumer Electronics is the engineering and research aspects of the theory, design, construction, manufacture or end use of mass market electronics, systems, software and services for consumers.
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