메뉴 건너뛰기




Volumn 118, Issue , 2015, Pages 211-222

Independent component analysis and multivariate curve resolution to improve spectral interpretation of complex spectroscopic data sets: Application to infrared spectra of marine organic matter aggregates

Author keywords

Independent component analysis (ICA); Infrared spectroscopy; Multivariate curve resolution (MCR); Organic matter

Indexed keywords


EID: 84908299534     PISSN: 0026265X     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.microc.2014.10.001     Document Type: Article
Times cited : (13)

References (46)
  • 1
    • 70350751435 scopus 로고    scopus 로고
    • Formation of incubated marine mucilages investigated by FTIR and UV-VIS spectroscopy and supported by two-dimensional correlation analysis
    • Mecozzi M., Pietroletti M., Gallo V., Conti M.E. Formation of incubated marine mucilages investigated by FTIR and UV-VIS spectroscopy and supported by two-dimensional correlation analysis. Mar. Chem. 2009, 116:18-35.
    • (2009) Mar. Chem. , vol.116 , pp. 18-35
    • Mecozzi, M.1    Pietroletti, M.2    Gallo, V.3    Conti, M.E.4
  • 2
    • 37349056338 scopus 로고    scopus 로고
    • Distinguishing between terrestrial and autocthonous organic matter sources in marine environments using fluorescence spectroscopy
    • Murphy K.R., Stedmon C.A., Waite T.D., Ruiz G.M. Distinguishing between terrestrial and autocthonous organic matter sources in marine environments using fluorescence spectroscopy. Mar. Chem. 2008, 108:40-58.
    • (2008) Mar. Chem. , vol.108 , pp. 40-58
    • Murphy, K.R.1    Stedmon, C.A.2    Waite, T.D.3    Ruiz, G.M.4
  • 3
    • 84891517170 scopus 로고    scopus 로고
    • Mechanism of browning development in aggregates of marine organic matter formed under anoxic conditions: a study by mid infrared and near infrared spectroscopy
    • Mecozzi M., Acquistucci R., Nisini L., Conti M.E. Mechanism of browning development in aggregates of marine organic matter formed under anoxic conditions: a study by mid infrared and near infrared spectroscopy. Infrared Phys. Technol. 2014, 63:74-83.
    • (2014) Infrared Phys. Technol. , vol.63 , pp. 74-83
    • Mecozzi, M.1    Acquistucci, R.2    Nisini, L.3    Conti, M.E.4
  • 4
    • 33646802976 scopus 로고    scopus 로고
    • Carbohydrates proteins and lipids in fulvic and humic acids of sediments and its relationships with mucilaginous aggregates of the Italian Seas
    • Mecozzi M., Pietrantonio E. Carbohydrates proteins and lipids in fulvic and humic acids of sediments and its relationships with mucilaginous aggregates of the Italian Seas. Mar. Chem. 2006, 101:27-39.
    • (2006) Mar. Chem. , vol.101 , pp. 27-39
    • Mecozzi, M.1    Pietrantonio, E.2
  • 5
    • 84879467778 scopus 로고    scopus 로고
    • Independent components analysis with the JADE algorithm
    • Rutledge D.N., Bouveresse J.-R. Independent components analysis with the JADE algorithm. Trends Anal. Chem. 2013, 50:22-32.
    • (2013) Trends Anal. Chem. , vol.50 , pp. 22-32
    • Rutledge, D.N.1    Bouveresse, J.-R.2
  • 6
    • 42749097031 scopus 로고    scopus 로고
    • Independent component analysis and its applications in signal processing for analytical chemistry
    • Wang G., Ding Q., Hou Z. Independent component analysis and its applications in signal processing for analytical chemistry. Trends Anal. Chem. 2008, 27:368-376.
    • (2008) Trends Anal. Chem. , vol.27 , pp. 368-376
    • Wang, G.1    Ding, Q.2    Hou, Z.3
  • 7
    • 84873722674 scopus 로고    scopus 로고
    • Multivariate curve resolution: a review of advanced and tailored applications and challenges
    • Ruckebusch C., Blanchet L. Multivariate curve resolution: a review of advanced and tailored applications and challenges. Anal. Chim. Acta. 2013, 765:28-36.
    • (2013) Anal. Chim. Acta. , vol.765 , pp. 28-36
    • Ruckebusch, C.1    Blanchet, L.2
  • 8
    • 0042826822 scopus 로고    scopus 로고
    • Independent component analysis: algorithms and applications
    • Hyvärinen A., Oja E. Independent component analysis: algorithms and applications. Neural Netw. 2000, 13:411-430.
    • (2000) Neural Netw. , vol.13 , pp. 411-430
    • Hyvärinen, A.1    Oja, E.2
  • 9
    • 0032629347 scopus 로고    scopus 로고
    • Fast and robust fixed-point algorithms for independent component analysis
    • Hyvärinen A. Fast and robust fixed-point algorithms for independent component analysis. IEEE Trans. Neural Netw. 1999, 10:626-634.
    • (1999) IEEE Trans. Neural Netw. , vol.10 , pp. 626-634
    • Hyvärinen, A.1
  • 10
    • 0027812550 scopus 로고
    • Blind beamforming for non Gaussian signals
    • Cardoso J.F., Souloumiac A. Blind beamforming for non Gaussian signals. IEE Proc. F 1993, 140:362-370.
    • (1993) IEE Proc. F , vol.140 , pp. 362-370
    • Cardoso, J.F.1    Souloumiac, A.2
  • 12
    • 77953478637 scopus 로고    scopus 로고
    • Chemometrics-assisted spectrophotometric method for simultaneous determination of vitamins in complex mixtures
    • Monakhova Y.B., Mushtakova S.P., Kolesnikova S.S. Chemometrics-assisted spectrophotometric method for simultaneous determination of vitamins in complex mixtures. Anal. Bioanal. Chem. 2010, 397:1297-1306.
    • (2010) Anal. Bioanal. Chem. , vol.397 , pp. 1297-1306
    • Monakhova, Y.B.1    Mushtakova, S.P.2    Kolesnikova, S.S.3
  • 14
    • 84878512204 scopus 로고    scopus 로고
    • Application of multivariate methods in the monitoring of marine environment: simultaneous determination of bromide, bicarbonate, nitrate and sulphide in seawater by ultraviolet spectroscopy
    • Mecozzi M., Monakhova Y.B. Application of multivariate methods in the monitoring of marine environment: simultaneous determination of bromide, bicarbonate, nitrate and sulphide in seawater by ultraviolet spectroscopy. Int. J. Environ. Health 2013, 6:235-251.
    • (2013) Int. J. Environ. Health , vol.6 , pp. 235-251
    • Mecozzi, M.1    Monakhova, Y.B.2
  • 15
    • 44749094727 scopus 로고    scopus 로고
    • Scaling techniques to enhance two-dimensional correlation spectra
    • Noda I. Scaling techniques to enhance two-dimensional correlation spectra. J. Mol. Struct. 2008, 883-884:216-227.
    • (2008) J. Mol. Struct. , pp. 216-227
    • Noda, I.1
  • 17
    • 84908302863 scopus 로고    scopus 로고
    • http://www.ucl.ac.uk/ion/departments/sobell/Research/RLemon/MILCA/MILCA.
  • 18
    • 84908275277 scopus 로고    scopus 로고
    • JADE http://perso.telecom-paristech.fr/~cardoso/guidesepsou.html.
  • 19
    • 84908271406 scopus 로고    scopus 로고
    • FastICA http://www.cis.hut.fi/projects/ica/fastica.
  • 21
    • 19044386043 scopus 로고    scopus 로고
    • The humin structure of mucilage aggregates in the Adriatic and Tyrrhenian seas: Hypothesis about the reasonable causes of mucilage formation
    • Mecozzi M., Pietrantonio E., Di Noto V., Pápai Z. The humin structure of mucilage aggregates in the Adriatic and Tyrrhenian seas: Hypothesis about the reasonable causes of mucilage formation. Mar. Chem. 2005, 95:225-269.
    • (2005) Mar. Chem. , vol.95 , pp. 225-269
    • Mecozzi, M.1    Pietrantonio, E.2    Di Noto, V.3    Pápai, Z.4
  • 22
    • 56049089376 scopus 로고    scopus 로고
    • The roles of carbohydrates, proteins and lipids in the process of aggregation of natural marine organic matter investigated by means of 2D correlation spectroscopy applied to infrared spectra
    • Mecozzi M., Pietrantonio E., Pietroletti M. The roles of carbohydrates, proteins and lipids in the process of aggregation of natural marine organic matter investigated by means of 2D correlation spectroscopy applied to infrared spectra. Spectrochim. Acta A 2009, 71:1877-1884.
    • (2009) Spectrochim. Acta A , vol.71 , pp. 1877-1884
    • Mecozzi, M.1    Pietrantonio, E.2    Pietroletti, M.3
  • 23
    • 84866532219 scopus 로고    scopus 로고
    • Monitoring of mucilage fromation in Italian seas investigated by infrared spectroscopy and independent component analysis
    • Mecozzi M., Pietroletti M., Scarpiniti M., Acquistucci R., Conti M.E. Monitoring of mucilage fromation in Italian seas investigated by infrared spectroscopy and independent component analysis. Environ. Monit. Assess. 2012, 184:6025-6036.
    • (2012) Environ. Monit. Assess. , vol.184 , pp. 6025-6036
    • Mecozzi, M.1    Pietroletti, M.2    Scarpiniti, M.3    Acquistucci, R.4    Conti, M.E.5
  • 24
    • 0033653097 scopus 로고    scopus 로고
    • An introduction to independent component analysis
    • De Lathauwer L., De Moor B., Vandewalle J. An introduction to independent component analysis. J. Chemometr. 2000, 14:123-149.
    • (2000) J. Chemometr. , vol.14 , pp. 123-149
    • De Lathauwer, L.1    De Moor, B.2    Vandewalle, J.3
  • 26
  • 29
    • 84878032501 scopus 로고    scopus 로고
    • Independent component analysis algorithms for spectral decomposition in UV/VIS analysis of metal-containing mixtures including multimineral food supplements and platinum concentrates
    • Monakhova Y.B., Kolesnikova S.S., Mushtakova S.P. Independent component analysis algorithms for spectral decomposition in UV/VIS analysis of metal-containing mixtures including multimineral food supplements and platinum concentrates. Anal. Methods 2013, 5:2761-2772.
    • (2013) Anal. Methods , vol.5 , pp. 2761-2772
    • Monakhova, Y.B.1    Kolesnikova, S.S.2    Mushtakova, S.P.3
  • 30
    • 79955811402 scopus 로고    scopus 로고
    • Methods of the decomposition of spectra of various natures in the analysis of complex mixtures
    • Monakhova Y.B., Astakhov S.A., Mushtakova S.P., Gribov L.A. Methods of the decomposition of spectra of various natures in the analysis of complex mixtures. J. Anal. Chem. 2011, 66:351-362.
    • (2011) J. Anal. Chem. , vol.66 , pp. 351-362
    • Monakhova, Y.B.1    Astakhov, S.A.2    Mushtakova, S.P.3    Gribov, L.A.4
  • 31
    • 81355161528 scopus 로고    scopus 로고
    • Answering six questions in extracting children's mismatch negativity through combining wavelet decomposition and independent component analysis
    • Cong F., Kalyakin I., Li H., Huttunen-Scott T., Huang Y., Lyytinen H., Ristaniemi T. Answering six questions in extracting children's mismatch negativity through combining wavelet decomposition and independent component analysis. Cogn. Neurodyn. 2011, 5:343-359.
    • (2011) Cogn. Neurodyn. , vol.5 , pp. 343-359
    • Cong, F.1    Kalyakin, I.2    Li, H.3    Huttunen-Scott, T.4    Huang, Y.5    Lyytinen, H.6    Ristaniemi, T.7
  • 32
    • 33846920661 scopus 로고    scopus 로고
    • Effect of preprocessing for result of independent component analysis
    • Zhang Y. Effect of preprocessing for result of independent component analysis. IEEE Eng. Med. Biol. Soc. 2005, 3:2740-2742.
    • (2005) IEEE Eng. Med. Biol. Soc. , vol.3 , pp. 2740-2742
    • Zhang, Y.1
  • 33
    • 59049087856 scopus 로고    scopus 로고
    • Variable selection in visible/near infrared spectra for linear and nonlinear calibrations: a case study to determine soluble solids content of beer
    • Liu F., Jiang Y., He Y. Variable selection in visible/near infrared spectra for linear and nonlinear calibrations: a case study to determine soluble solids content of beer. Anal. Chim. Acta. 2009, 635:45-52.
    • (2009) Anal. Chim. Acta. , vol.635 , pp. 45-52
    • Liu, F.1    Jiang, Y.2    He, Y.3
  • 34
    • 42949178500 scopus 로고    scopus 로고
    • Application of visible/near infrared spectroscopy to discriminating honey brands based on independent component analysis and BP neural network
    • Shao Y.N., He Y., Bao Y.D. Application of visible/near infrared spectroscopy to discriminating honey brands based on independent component analysis and BP neural network. Guang Pu Xue Yu Guang Pu Fen Xi 2008, 28:602-605.
    • (2008) Guang Pu Xue Yu Guang Pu Fen Xi , vol.28 , pp. 602-605
    • Shao, Y.N.1    He, Y.2    Bao, Y.D.3
  • 35
    • 0001129840 scopus 로고
    • Multivariate curve resolution applied to spectral data from multiple runs of an industrial process
    • Tauler R., Kowalski B. Multivariate curve resolution applied to spectral data from multiple runs of an industrial process. Anal. Chem. 1993, 65:2040-2047.
    • (1993) Anal. Chem. , vol.65 , pp. 2040-2047
    • Tauler, R.1    Kowalski, B.2
  • 36
    • 0345276681 scopus 로고    scopus 로고
    • Chemometrics applied to unravel multicomponent processes and mixtures. Revisiting latest trends in multivariate resolution
    • de Juan A., Tauler R. Chemometrics applied to unravel multicomponent processes and mixtures. Revisiting latest trends in multivariate resolution. Anal. Chim. Acta. 2003, 500:195-210.
    • (2003) Anal. Chim. Acta. , vol.500 , pp. 195-210
    • de Juan, A.1    Tauler, R.2
  • 37
    • 38149122132 scopus 로고    scopus 로고
    • Application of multivariate curve resolution alternating least squares (MCR-ALS) to the quantitative analysis of pharmaceutical and agricultural samples
    • Azzouz T., Tauler R. Application of multivariate curve resolution alternating least squares (MCR-ALS) to the quantitative analysis of pharmaceutical and agricultural samples. Talanta 2008, 74:1201-1210.
    • (2008) Talanta , vol.74 , pp. 1201-1210
    • Azzouz, T.1    Tauler, R.2
  • 38
    • 33845438591 scopus 로고    scopus 로고
    • Multivariate curve resolution (MCR) from 2000: progress in concepts and applications
    • de Juan A., Tauler R. Multivariate curve resolution (MCR) from 2000: progress in concepts and applications. Crit. Rev. Anal. Chem. 2006, 36:163-176.
    • (2006) Crit. Rev. Anal. Chem. , vol.36 , pp. 163-176
    • de Juan, A.1    Tauler, R.2
  • 39
    • 14844298640 scopus 로고    scopus 로고
    • A graphical user-friendly interface for MCR-ALS: a new tool for multivariate curve resolution in MATLAB
    • Jaumot J., Gargallo R., de Juan A., Tauler R. A graphical user-friendly interface for MCR-ALS: a new tool for multivariate curve resolution in MATLAB. Chemometr. Intell. Lab. Syst. 2005, 76:101-110.
    • (2005) Chemometr. Intell. Lab. Syst. , vol.76 , pp. 101-110
    • Jaumot, J.1    Gargallo, R.2    de Juan, A.3    Tauler, R.4
  • 41
    • 84864623832 scopus 로고    scopus 로고
    • Independent component analysis as a preprocessing step for data compression of neonatal EEG
    • Mijovíc B., Matić V., De Vos M., Van Huffel S. Independent component analysis as a preprocessing step for data compression of neonatal EEG. IEEE Eng. Med. Biol. Soc. 2011, 2011:7316-7319.
    • (2011) IEEE Eng. Med. Biol. Soc. , vol.2011 , pp. 7316-7319
    • Mijovíc, B.1    Matić, V.2    De Vos, M.3    Van Huffel, S.4
  • 42
    • 0036550546 scopus 로고    scopus 로고
    • Blind noise reduction for multisensory signals using ICA and subspace filtering, with application to EEG analysis
    • Vorobyov S., Cichocki A. Blind noise reduction for multisensory signals using ICA and subspace filtering, with application to EEG analysis. Biol. Cybern. 2002, 86:293-303.
    • (2002) Biol. Cybern. , vol.86 , pp. 293-303
    • Vorobyov, S.1    Cichocki, A.2
  • 43
    • 1642574391 scopus 로고    scopus 로고
    • Application of independent component analysis to magnetic resonance imaging for enhancing the contrast of gray and white matter
    • Nakai T., Muraki S., Bagarinao E., Miki Y., Takehara Y., Matsuo K., Kato C., Sakahara H., Isoda H. Application of independent component analysis to magnetic resonance imaging for enhancing the contrast of gray and white matter. NeuroImage 2004, 21:251-260.
    • (2004) NeuroImage , vol.21 , pp. 251-260
    • Nakai, T.1    Muraki, S.2    Bagarinao, E.3    Miki, Y.4    Takehara, Y.5    Matsuo, K.6    Kato, C.7    Sakahara, H.8    Isoda, H.9
  • 44
    • 84880259384 scopus 로고    scopus 로고
    • Chemometric approach for fast analysis of prometryn in human hair by GC-MS
    • Yu W., Cai W., Shao X. Chemometric approach for fast analysis of prometryn in human hair by GC-MS. J. Sep. Sci. 2013, 36:2277-2282.
    • (2013) J. Sep. Sci. , vol.36 , pp. 2277-2282
    • Yu, W.1    Cai, W.2    Shao, X.3
  • 45
    • 77955983430 scopus 로고    scopus 로고
    • Comparison of several chemometric techniques for the classification of orujo distillate alcoholic samples from Galicia (northwest Spain) according to their certified brand of origin
    • Rodríguez R.I., Delgado M.F., García J.B., Crecente R.M.P., Martín S.G., Latorre C.H. Comparison of several chemometric techniques for the classification of orujo distillate alcoholic samples from Galicia (northwest Spain) according to their certified brand of origin. Anal. Bioanal. Chem. 2010, 397:2603-2614.
    • (2010) Anal. Bioanal. Chem. , vol.397 , pp. 2603-2614
    • Rodríguez, R.I.1    Delgado, M.F.2    García, J.B.3    Crecente, R.M.P.4    Martín, S.G.5    Latorre, C.H.6
  • 46
    • 34047108797 scopus 로고    scopus 로고
    • Independent component analysis as a pretreatment method for parallel factor analysis to eliminate artifacts from multiway data
    • Bouveresse J.R., Benabid H., Rutledge D.N. Independent component analysis as a pretreatment method for parallel factor analysis to eliminate artifacts from multiway data. Anal. Chim. Acta. 2007, 589:216-224.
    • (2007) Anal. Chim. Acta. , vol.589 , pp. 216-224
    • Bouveresse, J.R.1    Benabid, H.2    Rutledge, D.N.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.