Research Progress and Prospects of Modern Spectral Fusion Analysis Technology

Jian Yang, Yu Liu, Jingyan Li, Pu Chen, Yupeng Xu, Dan Liu, Xiaoli Chu

Prog Chem ›› 2024, Vol. 36 ›› Issue (12) : 1874-1892.

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Prog Chem ›› 2024, Vol. 36 ›› Issue (12) : 1874-1892. DOI: 10.7536/PC241117
Chemistry: A Century of Life-Special Edition

Research Progress and Prospects of Modern Spectral Fusion Analysis Technology

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Abstract

Multispectral fusion is an important research and development direction in modern spectral analysis techniques. It realizes the information complementarity and synergy of multispectral data by optimizing and integrating different types of spectra. Combined with chemometric methods, it can improve the prediction accuracy and robustness of the models. This paper systematically introduces multispectral fusion strategies and algorithms, including classic fusion strategies, fusion based on multi-block algorithms, fusion based on multi-way algorithms, and fusion based on deep learning. The application research on single-spectral fusion, two-spectral fusion, three-spectral fusion, and the fusion of spectra with other information is respectively summarized and discussed. On this basis, the advantages and disadvantages, limitations, and basic selection principles of spectral fusion methods are reviewed. Finally, the challenges faced by multispectral fusion analysis techniques and the future prospects are discussed.

Key words

spectral fusion / data fusion / chemometrics / machine learning / deep learning

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Jian Yang , Yu Liu , Jingyan Li , et al . Research Progress and Prospects of Modern Spectral Fusion Analysis Technology[J]. Progress in Chemistry. 2024, 36(12): 1874-1892 https://doi.org/10.7536/PC241117

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