Multimodal HSI Combined with Multiblock Data Fusion: A New Tool for the Study of Time-Dependent Alteration Processes in Dyed Textiles

IF 6.7 1区 化学 Q1 CHEMISTRY, ANALYTICAL
Zelan Li, Alessia Candeo*, Emilio Catelli, Marta Ghirardello, Paolo Oliveri, Cristian Manzoni, Silvia Prati, Daniela Comelli and Giorgia Sciutto*, 
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Abstract

The present study describes an innovative approach for the study of time-dependent alteration processes. It combines an advanced hyperspectral imaging (HSI) system, to collect visible reflectance and fluorescence spectral data sets sequentially, with a tailored multiblock data processing method. This enables the modeling of chemical degradation maps and the early, spatially resolved detection of dye alteration in textiles. A chemometric method based on data fusion and principal component analysis was employed to identify spectral features of dye degradation, combining and enhancing information from reflectance and fluorescence HSI data. The most significant spectral profiles extracted were used to develop an asymmetric Gaussian-based pixel-by-pixel fitting model applied to the HSI fluorescence data set, enabling the reconstruction of degradation maps for rapid and intuitive visualization. In particular, changes in intensities and horizontal shift of dye emission peaks were pixel-by-pixel evaluated and fitted for the reconstruction of the degradation maps. Artificially aged wool samples tinted with indigo carmine (IC) dye served as a case study. IC is extensively used in textiles, and it is notable for its light sensitive. The results show that this approach effectively identifies spatial variations and chemical changes in dyed wool fibers, offering potential for sustainable conservation of historical textiles and other types of time-dependent processes. Thus, by amplifying variation in spectral profiles induced over time by aging, even minimal changes at early stages can be easily detected and localized, offering powerful tools for future studies on food and drug shelf life and stability, as well as forensic trace analysis.

Abstract Image

结合多块数据融合的多模态HSI:一种研究染色纺织品时变过程的新工具
本研究描述了一种研究随时间变化过程的创新方法。它结合了先进的高光谱成像(HSI)系统,以顺序收集可见光反射率和荧光光谱数据集,并采用定制的多块数据处理方法。这使得化学降解图的建模和早期的,空间分辨检测纺织品中的染料变化。采用基于数据融合和主成分分析的化学计量学方法,结合并增强反射率和荧光HSI数据的信息,识别染料降解的光谱特征。提取的最重要的光谱剖面用于开发应用于HSI荧光数据集的基于非对称高斯的逐像素拟合模型,从而实现降解图的重建,实现快速直观的可视化。特别是,染料发射峰的强度和水平位移的变化被逐像素地评估和拟合,用于降解图的重建。用靛蓝胭脂红(IC)染料染色的人工老化羊毛样品作为案例研究。集成电路广泛应用于纺织品中,并以其光敏性而著称。结果表明,这种方法有效地识别了染色羊毛纤维的空间变化和化学变化,为历史纺织品和其他类型的时间依赖过程的可持续保护提供了潜力。因此,通过放大老化引起的光谱变化,即使是早期阶段的微小变化也可以很容易地检测和定位,为未来研究食品和药物的保质期和稳定性以及法医痕量分析提供了强大的工具。
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来源期刊
Analytical Chemistry
Analytical Chemistry 化学-分析化学
CiteScore
12.10
自引率
12.20%
发文量
1949
审稿时长
1.4 months
期刊介绍: Analytical Chemistry, a peer-reviewed research journal, focuses on disseminating new and original knowledge across all branches of analytical chemistry. Fundamental articles may explore general principles of chemical measurement science and need not directly address existing or potential analytical methodology. They can be entirely theoretical or report experimental results. Contributions may cover various phases of analytical operations, including sampling, bioanalysis, electrochemistry, mass spectrometry, microscale and nanoscale systems, environmental analysis, separations, spectroscopy, chemical reactions and selectivity, instrumentation, imaging, surface analysis, and data processing. Papers discussing known analytical methods should present a significant, original application of the method, a notable improvement, or results on an important analyte.
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