疲劳测试数据的多维复杂信号处理和特征提取

IF 3.1 2区 材料科学 Q2 ENGINEERING, MECHANICAL Fatigue & Fracture of Engineering Materials & Structures Pub Date : 2024-09-16 DOI:10.1111/ffe.14444
Weihao Liu, Lei Gan, Hao Wu, Zheng Zhong
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引用次数: 0

摘要

本研究的重点是实施一种为处理疲劳测试数据而设计的多轴赛道振幅滤波器。该滤波器利用多轴赛道的概念将多维信号映射到多维空间,并采用振幅滤波来消除噪声,同时保留信号中固有的结构异常值和序列特征。这项研究评估了这种方法在处理多维数据方面的有效性,并将其与疲劳测试数据方面的传统数据预处理方法进行了比较。此外,还验证了针对滤波器 "过滤半径 "和 "过滤方向 "相关限制而提出的两种优化策略的有效性。研究结果表明,所提出的滤波器是一种通用的多维信号处理技术,适用于需要保持信号秩序和形状的各种领域,尤其是疲劳分析领域。
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Multidimensional complex signal processing and feature extraction for fatigue testing data

This study focuses on implementing a multiaxial racetrack amplitude filter designed for processing fatigue testing data. The filter utilizes the concept of a multiaxial racetrack to map a multidimensional signal into a multidimensional space and employs amplitude filtering to eliminate noise while preserving structural outliers and sequential characteristics inherent in the signal. This research evaluates the effectiveness of this method in processing multidimensional data and compares it to conventional data preprocessing methods in the context of fatigue test data. Furthermore, the effectiveness of two optimization strategies proposed to address the limitations related to the filter's “filtering radius” and “filtering direction” has been validated. The findings reveal that the proposed filter is a versatile multidimensional signal processing technique suitable for diverse domains requiring signal order and shape preservation, particularly in fatigue analysis.

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来源期刊
CiteScore
6.30
自引率
18.90%
发文量
256
审稿时长
4 months
期刊介绍: Fatigue & Fracture of Engineering Materials & Structures (FFEMS) encompasses the broad topic of structural integrity which is founded on the mechanics of fatigue and fracture, and is concerned with the reliability and effectiveness of various materials and structural components of any scale or geometry. The editors publish original contributions that will stimulate the intellectual innovation that generates elegant, effective and economic engineering designs. The journal is interdisciplinary and includes papers from scientists and engineers in the fields of materials science, mechanics, physics, chemistry, etc.
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