[1] Duan P F, Wei M J, Yao L G et al. Relationship between non-point source pollution and fluorescence fingerprint of riverine dissolved organic matter is season dependent[J]. Science of the Total Environment, 823, 153617(2022).
[2] Maqbool T, Qin Y L, Ly Q V et al. Exploring the relative changes in dissolved organic matter for assessing the water quality of full-scale drinking water treatment plants using a fluorescence ratio approach[J]. Water Research, 183, 116125(2020).
[3] Xu R Z, Cao J S, Feng G Y et al. Fast identification of fluorescent components in three-dimensional excitation-emission matrix fluorescence spectra via deep learning[J]. Chemical Engineering Journal, 430, 132893(2022).
[4] Song F H, Wu F C, Feng W Y et al. Fluorescence regional integration and differential fluorescence spectroscopy for analysis of structural characteristics and proton binding properties of fulvic acid sub-fractions[J]. Journal of Environmental Sciences, 74, 116-125(2018).
[5] Wang X P, Zhang F, Kung H T et al. Evaluation and estimation of surface water quality in an arid region based on EEM-PARAFAC and 3D fluorescence spectral index: a case study of the Ebinur Lake Watershed, China[J]. CATENA, 155, 62-74(2017).
[6] Ding Z Q, Wang J X, Zhao H X et al. Rapid analysing edible oil using three dimensional fluorescence spectroscopy[J]. Acta Photonica Sinica, 44, 0630004(2015).
[7] Wang S T, Zhan S J, Liu S Y et al. Classification and identification of sex hormones by three-dimensional fluorescence spectroscopy combined with ICSO-SVM[J]. Acta Optica Sinica, 41, 1030004(2021).
[8] Chen X Y, Du Y X, Liu Y R et al. Detection of diesel proportion using three-dimensional fluorescence spectrum and 2DPCA-SSA-GRN[J]. Chinese Journal of Lasers, 49, 1811002(2022).
[9] Wu P, Ni J S, Hong H O et al. Rapid non-invasive technology for skin cholesterol detection based on fluorescent spectrometry[J]. Chinese Journal of Lasers, 48, 0307002(2021).
[10] Zhang Y, He T C, Liu L et al. Diabetes recognition method based on discrete three-dimensional fluorescence spectrum[J]. Acta Optica Sinica, 42, 0117002(2022).
[11] Liu C Y, Chai Y D, Xu X G et al. Aqueous fluorescence fingerprint characteristics and discharge source identification of a river in Southern China[J]. Spectroscopy and Spectral Analysis, 41, 2142-2147(2021).
[12] Li L, Wang Y, Zhang W J et al. New advances in fluorescence excitation-emission matrix spectroscopy for the characterization of dissolved organic matter in drinking water treatment: a review[J]. Chemical Engineering Journal, 381, 122676(2020).
[13] Smith J T, Yao R Y, Sinsuebphon N et al. Fast fit-free analysis of fluorescence lifetime imaging via deep learning[J]. Proceedings of the National Academy of Sciences of the United States of America, 116, 24019-24030(2019).
[14] Tolkach Y, Dohmgörgen T, Toma M et al. High-accuracy prostate cancer pathology using deep learning[J]. Nature Machine Intelligence, 2, 411-418(2020).
[15] He R, Wu X, Sun Z N et al. Wasserstein CNN: learning invariant features for NIR-VIS face recognition[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 41, 1761-1773(2019).
[16] Wu X J, Zhao Z L, Tian R L et al. Identification and quantification of counterfeit sesame oil by 3D fluorescence spectroscopy and convolutional neural network[J]. Food Chemistry, 311, 125882(2020).
[17] Ruan K, Zhao S, Jiang X Q et al. A 3D fluorescence classification and component prediction method based on VGG convolutional neural network and PARAFAC analysis method[J]. Applied Sciences, 12, 4886(2022).
[18] Nagrath P, Jain R, Madan A et al. SSDMNV2: a real time DNN-based face mask detection system using single shot multibox detector and MobileNetV2[J]. Sustainable Cities and Society, 66, 102692(2021).
[20] Tang J M, Liang S X, Sun H W et al. Analysis of dissolved organic matters in Fu River of Baoding using three dimensional fluorescence excitation-emission matrix[J]. Spectroscopy and Spectral Analysis, 34, 450-454(2014).
[21] Wünsch U J, Murphy K R, Stedmon C A. The one-sample PARAFAC approach reveals molecular size distributions of fluorescent components in dissolved organic matter[J]. Environmental Science & Technology, 51, 11900-11908(2017).
[22] Murphy K R, Stedmon C A, Wenig P et al. OpenFluor: an online spectral library of auto-fluorescence by organic compounds in the environment[J]. Analytical Methods, 6, 658-661(2014).
[23] Lambert T, Bouillon S, Darchambeau F et al. Shift in the chemical composition of dissolved organic matter in the Congo River network[J]. Biogeosciences, 13, 5405-5420(2016).
[24] Gullian-Klanian M, Gold-Bouchot G, Delgadillo-Díaz M et al. Effect of the use of Bacillus spp. on the characteristics of dissolved fluorescent organic matter and the phytochemical quality of Stevia rebaudiana grown in a recirculating aquaponic system[J]. Environmental Science and Pollution Research, 28, 36326-36343(2021).
[25] Kothawala D N, Murphy K R, Stedmon C A et al. Inner filter correction of dissolved organic matter fluorescence[J]. Limnology and Oceanography: Methods, 11, 616-630(2013).
[26] Chai L W, Huang M K, Fan H et al. Urbanization altered regional soil organic matter quantity and quality: insight from excitation emission matrix (EEM) and parallel factor analysis (PARAFAC)[J]. Chemosphere, 220, 249-258(2019).
[27] Murphy K R, Hambly A, Singh S et al. Organic matter fluorescence in municipal water recycling schemes: toward a unified PARAFAC model[J]. Environmental science & technology, 45, 2909-2916(2011).
[28] Chen B F, Huang W, Ma S Z et al. Characterization of chromophoric dissolved organic matter in the littoral zones of eutrophic lakes Taihu and Hongze during the algal bloom season[J]. Water, 10, 861(2018).
[29] Gao Z Y, Guéguen C. Size distribution of absorbing and fluorescing DOM in Beaufort Sea, Canada Basin[J]. Deep Sea Research Part I: Oceanographic Research Papers, 121, 30-37(2017).
[30] Dainard P G, Guéguen C, Yamamoto-Kawai M et al. Interannual variability in the absorption and fluorescence characteristics of dissolved organic matter in the Canada Basin polar mixed waters[J]. Journal of Geophysical Research: Oceans, 124, 5258-5269(2019).
[31] Wauthy M, Rautio M, Christoffersen K S et al. Increasing dominance of terrigenous organic matter in circumpolar freshwaters due to permafrost thaw[J]. Limnology and Oceanography Letters, 3, 186-198(2018).
[32] Pitta E, Zeri C. The impact of combining data sets of fluorescence excitation-emission matrices of dissolved organic matter from various aquatic sources on the information retrieved by PARAFAC modeling[J]. Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy, 258, 119800(2021).
[33] Jutaporn P, Armstrong M D, Coronell O. Assessment of C-DBP and N-DBP formation potential and its reduction by MIEX® DOC and MIEX® GOLD resins using fluorescence spectroscopy and parallel factor analysis[J]. Water Research, 172, 115460(2020).
[34] Ren W X, Wu X D, Ge X G et al. Characteristics of dissolved organic matter in lakes with different eutrophic levels in southeastern Hubei Province, China[J]. Journal of Oceanology and Limnology, 39, 1256-1276(2021).
[35] Kothawala D N, von Wachenfeldt E, Koehler B et al. Selective loss and preservation of lake water dissolved organic matter fluorescence during long-term dark incubations[J]. Science of the Total Environment, 433, 238-246(2012).