Quasi-Non-Destructive Estimation of Concrete Compression Strength Using Laser-Induced Breakdown Spectroscopy and Multivariate Analysis.

IF 2.2 3区 化学 Q2 INSTRUMENTS & INSTRUMENTATION
Shuzo Eto, Taku Otsuka
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引用次数: 0

Abstract

Micro- and non-destructive methods of estimating compressive strength are useful for diagnosing the degradation of reinforced structures. The velocity of waves propagating through concrete can be measured using conventional non-destructive methods; however, the propagation path of waves varies depending on the distribution of coarse aggregate, resulting in variations in velocity at different measurement points. To address this issue, a method based on laser-induced breakdown spectroscopy and multivariate analysis was developed in this study for estimating the compressive strength of concrete non-destructively, ensuring the non-influence of the coarse aggregate spatial distribution. The method is based on the correlation between the emission intensity of the spectrum and the hardness of the object to be measured. Principal component analysis and partial least squares regression (PLSR) were used to extract the mortar spectrum, which determines the compressive strength of concrete, from a mixture of aggregate and mortar spectra. The compressive strength estimated based on the proposed method was consistent with the values obtained from the compressive strength test, which indicates the possibility of using multivariable analysis to estimate the compressive strength of concrete. Furthermore, the proposed method enabled on-site measurements through a simple experimental setup and insensitivity to spectral noise offered by PLSR.

EXPRESS:利用激光诱导击穿光谱和多元分析对混凝土压缩强度进行准无损估算。
估算抗压强度的微观和非破坏性方法有助于诊断钢筋结构的退化情况。使用传统的非破坏性方法可以测量波在混凝土中的传播速度;但是,波的传播路径因粗骨料的分布而异,从而导致不同测量点的速度变化。针对这一问题,本研究开发了一种基于激光诱导击穿光谱(LIBS)和多元分析的方法,用于非破坏性地估算混凝土的抗压强度,确保不受粗骨料空间分布的影响。该方法基于光谱发射强度与待测物体硬度之间的相关性。使用主成分分析法(PCA)和偏最小二乘法回归法(PLSR)从骨料和砂浆光谱混合物中提取砂浆光谱,砂浆光谱决定混凝土的抗压强度。根据所提出的方法估算出的抗压强度与抗压强度测试得出的数值一致,这表明使用多变量分析法估算混凝土抗压强度是可行的。此外,建议的方法通过简单的实验装置和部分最小二乘回归对光谱噪声的不敏感性实现了现场测量。
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
Applied Spectroscopy
Applied Spectroscopy 工程技术-光谱学
CiteScore
6.60
自引率
5.70%
发文量
139
审稿时长
3.5 months
期刊介绍: Applied Spectroscopy is one of the world''s leading spectroscopy journals, publishing high-quality peer-reviewed articles, both fundamental and applied, covering all aspects of spectroscopy. Established in 1951, the journal is owned by the Society for Applied Spectroscopy and is published monthly. The journal is dedicated to fulfilling the mission of the Society to “…advance and disseminate knowledge and information concerning the art and science of spectroscopy and other allied sciences.”
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