An algorithm for multi-damage size estimation of composite laminates

IF 3.8 2区 物理与天体物理 Q1 ACOUSTICS Ultrasonics Pub Date : 2024-11-05 DOI:10.1016/j.ultras.2024.107511
Zhongyan Jin , Qihong Zhou , Zeguang Pei , Ge Chen
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Abstract

Localization and size estimation of composite damage are challenging but essential for composite performance evaluation. This paper proposes a new methodology for the size estimation of multi-damage in composite laminates using Lamb wave technology. The pure A0 modal of Lamb wave is excited to avoid dispersion and multi-modal effects of Lamb wave. An extraction algorithm is introduced to obtain the first wave packet and time-of-flight. According to the results obtained by the extraction algorithm, the Bayesian-hybrid localization algorithm based on the reconstruction algorithm for probabilistic inspection of damage and modified delay-and-sum (MDAS) is performed to localize damages. The damage boundaries are obtained through convex enveloping a series of damage boundary points identified by MDAS. An adaptive Gaussian mixture model based on Akaike’s Information Criterion and Bayesian Information Criterion is designed to remove abnormal boundary points. The proposed method is numerically investigated and validated through multi-damage experiments. The results demonstrate that it can accurately estimate the locations and boundaries of multi-damage in composite laminates.
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复合材料层压板多损伤尺寸估算算法。
复合材料损伤的定位和尺寸估算具有挑战性,但对复合材料性能评估至关重要。本文提出了一种利用 Lamb 波技术估算复合材料层压板多损伤尺寸的新方法。本文激发了纯 A0 模态的 Lamb 波,以避免 Lamb 波的色散和多模态效应。引入了一种提取算法来获取第一波包和飞行时间。根据提取算法得到的结果,采用基于损伤概率检测重构算法和修正延迟和(MDAS)的贝叶斯混合定位算法对损伤进行定位。通过凸包络 MDAS 确定的一系列损伤边界点,获得损伤边界。设计了一种基于 Akaike 信息准则和贝叶斯信息准则的自适应高斯混合模型,以去除异常边界点。通过多损伤实验对所提出的方法进行了数值研究和验证。结果表明,该方法能准确估计复合材料层压板中多重损伤的位置和边界。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Ultrasonics
Ultrasonics 医学-核医学
CiteScore
7.60
自引率
19.00%
发文量
186
审稿时长
3.9 months
期刊介绍: Ultrasonics is the only internationally established journal which covers the entire field of ultrasound research and technology and all its many applications. Ultrasonics contains a variety of sections to keep readers fully informed and up-to-date on the whole spectrum of research and development throughout the world. Ultrasonics publishes papers of exceptional quality and of relevance to both academia and industry. Manuscripts in which ultrasonics is a central issue and not simply an incidental tool or minor issue, are welcomed. As well as top quality original research papers and review articles by world renowned experts, Ultrasonics also regularly features short communications, a calendar of forthcoming events and special issues dedicated to topical subjects.
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