A New Filter Based on Sliding Mode Method with Discrete-Time Implementation for Noise Attenuation and Differentiation

IF 2.9 4区 工程技术 Q1 MULTIDISCIPLINARY SCIENCES Advanced Theory and Simulations Pub Date : 2024-11-06 DOI:10.1002/adts.202400835
Zuoping Zhao, Dongyang Li
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Abstract

This paper presents a novel filter based on the sliding mode method for filtering noise and extracting reliable signals from noisy signals by enhancing Levant's sliding mode filter. Specifically, the proposed sliding mode filter takes advantage of the generalized signum function to adjust the gain in different regions of phase space, thereby decreasing the overshoot during the response phase. Additionally, the discrete-time implementation of the proposed sliding mode filter is achieved by utilizing the implicit-Euler algorithm, which effectively eliminates chattering in the output. The effectiveness of the presented sliding mode filter is substantiated via numerical simulation cases.

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一种基于滑动模式法的新型滤波器,用于离散时间噪声衰减和区分
本文提出了一种基于滑模方法的新型滤波器,通过增强 Levant 的滑模滤波器来过滤噪声并从噪声信号中提取可靠信号。具体来说,所提出的滑模滤波器利用广义符号函数来调整相空间不同区域的增益,从而减少响应阶段的过冲。此外,利用隐式欧拉算法实现了所提滑动模态滤波器的离散时实施,从而有效消除了输出中的颤振。通过数值模拟案例,证明了所提出的滑模滤波器的有效性。
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来源期刊
Advanced Theory and Simulations
Advanced Theory and Simulations Multidisciplinary-Multidisciplinary
CiteScore
5.50
自引率
3.00%
发文量
221
期刊介绍: Advanced Theory and Simulations is an interdisciplinary, international, English-language journal that publishes high-quality scientific results focusing on the development and application of theoretical methods, modeling and simulation approaches in all natural science and medicine areas, including: materials, chemistry, condensed matter physics engineering, energy life science, biology, medicine atmospheric/environmental science, climate science planetary science, astronomy, cosmology method development, numerical methods, statistics
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