
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.
Research Progress and Prospects of Modern Spectral Fusion Analysis Technology
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.
spectral fusion / data fusion / chemometrics / machine learning / deep learning
[1] |
|
[2] |
|
[3] |
|
[4] |
Smilde,
|
[5] |
|
[6] |
|
[7] |
|
[8] |
|
[9] |
|
[10] |
|
[11] |
|
[12] |
|
[13] |
|
[14] |
(戴嘉伟, 王海朋, 陈瀑, 褚小立. 分析化学, 2022, 50(6): 839.).
|
[15] |
(邓焯文, 陈喆, 付家顺, 云永欢. 分析化学, 2023, 51(1): 11.).
|
[16] |
|
[17] |
|
[18] |
|
[19] |
|
[20] |
|
[21] |
|
[22] |
|
[23] |
|
[24] |
|
[25] |
|
[26] |
|
[27] |
|
[28] |
|
[29] |
|
[30] |
|
[31] |
|
[32] |
|
[33] |
|
[34] |
|
[35] |
|
[36] |
|
[37] |
|
[38] |
|
[39] |
|
[40] |
|
[41] |
|
[42] |
|
[43] |
|
[44] |
|
[45] |
|
[46] |
|
[47] |
|
[48] |
|
[49] |
|
[50] |
|
[51] |
|
[52] |
|
[53] |
|
[54] |
|
[55] |
|
[56] |
|
[57] |
|
[58] |
|
[59] |
|
[60] |
|
[61] |
|
[62] |
|
[63] |
|
[64] |
|
[65] |
|
[66] |
|
[67] |
|
[68] |
|
[69] |
|
[70] |
|
[71] |
|
[72] |
|
[73] |
|
[74] |
|
[75] |
|
[76] |
|
[77] |
|
[78] |
|
[79] |
|
[80] |
|
[81] |
|
[82] |
|
[83] |
|
[84] |
|
[85] |
|
[86] |
|
[87] |
|
[88] |
|
[89] |
徐海涛, 刘玉哲, 闫欣怡, 李娇娇, 薛长斌. 西安电子科技大学学报, 2024, (7): 1.).
|
[90] |
|
[91] |
|
[92] |
|
[93] |
|
[94] |
|
[95] |
|
[96] |
|
[97] |
|
[98] |
|
[99] |
|
[100] |
|
[101] |
|
[102] |
|
[103] |
|
[104] |
|
[105] |
|
[106] |
|
[107] |
(田志辉, 王树青, 张雷, 张培华, 叶泽甫, 朱竹军, 董磊, 马维光, 尹王保, 肖连团, 贾锁堂. 光子学报, 2023, 52(3): 0352109.).
|
[108] |
|
[109] |
|
[110] |
|
[111] |
|
[112] |
|
[113] |
|
[114] |
|
[115] |
|
[116] |
|
[117] |
|
[118] |
|
[119] |
|
[120] |
|
[121] |
|
[122] |
|
[123] |
|
[124] |
|
[125] |
|
[126] |
|
[127] |
|
[128] |
|
[129] |
|
[130] |
|
[131] |
|
[132] |
|
[133] |
|
[134] |
|
[135] |
|
[136] |
|
[137] |
|
[138] |
|
[139] |
|
[140] |
|
[141] |
|
[142] |
|
[143] |
|
[144] |
|
[145] |
|
[146] |
|
[147] |
|
[148] |
|
[149] |
|
[150] |
|
[151] |
(张彬彬, 陈祝云, 张飞, 晋刚., 工程科学与技术, 2024, (6): 56.).
|
[152] |
|
[153] |
|
[154] |
|
[155] |
|
[156] |
|
[157] |
|
[158] |
|
[159] |
|
[160] |
|
[161] |
|
[162] |
|
[163] |
(禇小立. 新青胜蓝惟所盼—陆婉珍传. 上海交通大学出版社, 2013.).
|
[164] |
(褚小立. 陆婉珍院士手迹选. 北京: 化学工业出版社, 2024.).
|
/
〈 |
|
〉 |