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Volumn 44, Issue 1, 2012, Pages 126-135

New data mining and calibration approaches to the assessment of water treatment efficiency

Author keywords

Artificial neural networks; Data mining; Fluorescence spectroscopy; Multivariate analysis; Organic matter removal; Pattern recognition

Indexed keywords

BACKPROPAGATION ALGORITHMS; BIOGEOCHEMISTRY; BIOLOGICAL MATERIALS; CHEMICALS REMOVAL (WATER TREATMENT); CONFORMAL MAPPING; DATA MINING; DATA REDUCTION; FLUORESCENCE; FLUORESCENCE SPECTROSCOPY; LINEAR REGRESSION; MULTIVARIANT ANALYSIS; NEURAL NETWORKS; ORGANIC COMPOUNDS; PATTERN RECOGNITION; WATER TREATMENT;

EID: 80955151470     PISSN: 09659978     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.advengsoft.2011.05.031     Document Type: Conference Paper
Times cited : (32)

References (46)
  • 1
    • 0000956240 scopus 로고
    • Formation of haloforms during chlorination of natural waters
    • J.J. Rook Formation of haloforms during chlorination of natural waters Water Treat Exam 23 2 1974 234 243
    • (1974) Water Treat Exam , vol.23 , Issue.2 , pp. 234-243
    • Rook, J.J.1
  • 2
    • 0018430361 scopus 로고
    • Chloroform formation in public water supplies - Case study
    • J.S. Young, and P.C. Singer Chloroform formation in public water supplies - case study J Am Water Works Assoc 71 2 1979 7 95
    • (1979) J Am Water Works Assoc , vol.71 , Issue.2 , pp. 7-95
    • Young, J.S.1    Singer, P.C.2
  • 3
    • 0031996388 scopus 로고    scopus 로고
    • Controlling DBPs with monochloramine
    • M. Carlson, and D. Hardy Controlling DBPs with monochloramine J Am Water Works Assoc 90 2 1998 95 106
    • (1998) J Am Water Works Assoc , vol.90 , Issue.2 , pp. 95-106
    • Carlson, M.1    Hardy, D.2
  • 4
    • 0027324749 scopus 로고
    • Assessment of the carcinogenic potential of chlorinated water: Experimental studies of chlorine, chloramine, and trihalomethanes
    • J.K. Dunnick, and R.L. Melnick Assessment of the carcinogenic potential of chlorinated water: experimental studies of chlorine, chloramines, and trihalomethanes J National Cancer Institute 85 10 1993 817 822
    • (1993) Journal of the National Cancer Institute , vol.85 , Issue.10 , pp. 817-822
    • Dunnick, J.K.1    Melnick, R.L.2
  • 6
    • 0034622073 scopus 로고    scopus 로고
    • Potential health effects of drinking water disinfection by-products using quantitative structure toxicity relationship
    • DOI 10.1016/S0300-483X(00)00188-8, PII S0300483X00001888
    • C.J. Moudgal, J.C. Lipscomb, and R.M. Bruce Potential health effects of drinking water disinfection by-products using quantitative structure toxicity relationship Toxicology 147 2000 109 131
    • (2000) Toxicology , vol.147 , Issue.2 , pp. 109-131
    • Moudgal, C.J.1    Lipscomb, J.C.2    Bruce, R.M.3
  • 7
    • 80955167678 scopus 로고    scopus 로고
    • A review of different national approaches to the regulation of THMs in drinking water
    • Jackson P, Hall T, Young W, Rumsby P. A review of different national approaches to the regulation of THMs in drinking water, DEFRA/DWI; 2008.
    • (2008) DEFRA/DWI
    • Jackson, P.1    Hall, T.2    Young, W.3    Rumsby, P.4
  • 8
    • 0023383747 scopus 로고
    • Developing models for predicting trihalomethane formation potential and kinetics
    • G.L. Amy, P.A. Chadik, and Z.K. Chowdhury Developing models for predicting trihalomethane formation potential and kinetics J Am Water Works Assoc 79 7 1987 89 97
    • (1987) J Am Water Works Assoc , vol.79 , Issue.7 , pp. 89-97
    • Amy, G.L.1    Chadik, P.A.2    Chowdhury, Z.K.3
  • 9
    • 0034659904 scopus 로고    scopus 로고
    • Use of UV spectroscopy to characterize the reaction between NOM and free chlorine
    • C.-W. Li, M.M. Benjamin, and G.V. Korshin Use of UV spectroscopy to characterize the reaction between NOM and free chlorine Environ Sci Technol 34 12 2000 2370 2575
    • (2000) Environ Sci Technol , vol.34 , Issue.12 , pp. 2370-2575
    • Li, C.-W.1    Benjamin, M.M.2    Korshin, G.V.3
  • 11
    • 34548664606 scopus 로고    scopus 로고
    • Effects of bromide ion and natural organic matter fractions on the formation and speciation of chlorination by-products
    • DOI 10.1061/(ASCE)0733-9372(2007)133:10(947)
    • N. Ates, U. Yetis, and M. Kitis Effects of bromide ion and natural organic matter fractions on the formation and speciation of chlorination by-products J Environ Eng 133 10 2007 947 954
    • (2007) Journal of Environmental Engineering , vol.133 , Issue.10 , pp. 947-954
    • Ates, N.1    Yetis, U.2    Kitis, M.3
  • 12
    • 41949099491 scopus 로고    scopus 로고
    • Correlations between organic matter properties and DBP formation during chloramination
    • X. Yang, C. Shang, and W. Lee Correlations between organic matter properties and DBP formation during chloramination Water Res 42 2008 2329 2339
    • (2008) Water Res , vol.42 , pp. 2329-2339
    • Yang, X.1    Shang, C.2    Lee, W.3
  • 13
    • 34547769193 scopus 로고    scopus 로고
    • Fluorescence analysis of dissolved organic matter in natural, waste and polluted waters - A review
    • DOI 10.1002/rra.1005
    • N.J. Hudson, A. Baker, and D. Reynolds Fluorescence analysis of dissolved organic matter in natural, waste and polluted waters - a review River Res Appl 23 6 2007 631 649
    • (2007) River Research and Applications , vol.23 , Issue.6 , pp. 631-649
    • Hudson, N.1    Baker, A.2    Reynolds, D.3
  • 14
    • 55249126343 scopus 로고    scopus 로고
    • Relating dissolved organic matter fluorescence and functional properties
    • A. Baker, E. Tipping, S.A. Thacker, and D. Gondar Relating dissolved organic matter fluorescence and functional properties Chemosphere 73 2008 1765 1772
    • (2008) Chemosphere , vol.73 , pp. 1765-1772
    • Baker, A.1    Tipping, E.2    Thacker, S.A.3    Gondar, D.4
  • 15
    • 58849109322 scopus 로고    scopus 로고
    • Relating freshwater organic matter fluorescence to organic carbon removal efficiency in drinking water treatment
    • M. Bieroza, A. Baker, and J. Bridgeman Relating freshwater organic matter fluorescence to organic carbon removal efficiency in drinking water treatment Environ Sci Technol 407 2009 1765 1774
    • (2009) Environ Sci Technol , vol.407 , pp. 1765-1774
    • Bieroza, M.1    Baker, A.2    Bridgeman, J.3
  • 17
    • 37449033143 scopus 로고    scopus 로고
    • 5 test in water quality assessment: An example from South West England
    • 5 test in water quality assessment: an example from South West England Sci Total Environ 391 1 2008 149 158
    • (2008) Sci Total Environ , vol.391 , Issue.1 , pp. 149-158
    • Hudson, N.J.1    Baker, A.2    Ward, D.3
  • 18
    • 34547733549 scopus 로고    scopus 로고
    • The freshwater dissolved organic matter fluorescence-total organic carbon relationship
    • DOI 10.1002/hyp.6371
    • S.A. Cumberland, and A. Baker The freshwater dissolved organic matter fluorescence-total organic carbon relationship Hydrol Process 21 16 2007 2093 2099
    • (2007) Hydrological Processes , vol.21 , Issue.16 , pp. 2093-2099
    • Cumberland, S.A.1    Baker, A.2
  • 19
    • 0032868669 scopus 로고    scopus 로고
    • Spectroscopic properties of dissolved humic substances - A reflection of land use history in a fen area
    • DOI 10.1023/A:1006134214244
    • K. Kalbitz, W. Geyer, and S. Geyer Spectroscopic properties of dissolved humic substances - a reflection of land use history in a fen area Biogeochemistry 47 1999 219 238
    • (1999) Biogeochemistry , vol.47 , Issue.2 , pp. 219-238
    • Kalbitz, K.1    Geyer, W.2    Geyer, S.3
  • 20
    • 0041924966 scopus 로고    scopus 로고
    • Tracing dissolved organic matter in aquatic environments using a new approach to fluorescence spectroscopy
    • C.S. Stedmon, S. Markager, and R. Bro Tracing dissolved organic matter in aquatic environments using a new approach to fluorescence spectroscopy Marine Chem 82 3-4 2003 239 254
    • (2003) Marine Chemistry , vol.82 , Issue.3-4 , pp. 239-254
    • Stedmon, C.A.1    Markager, S.2    Bro, R.3
  • 21
    • 34247253330 scopus 로고    scopus 로고
    • Handling of Rayleigh and Raman scatter for PARAFAC modelling of fluorescence data using interpolation
    • M. Bahram, R. Bro, C. Stedmon, and A. Afkhami Handling of Rayleigh and Raman scatter for PARAFAC modelling of fluorescence data using interpolation J Chemometrics 20 2006 99 105
    • (2006) J Chemometrics , vol.20 , pp. 99-105
    • Bahram, M.1    Bro, R.2    Stedmon, C.3    Afkhami, A.4
  • 23
    • 3242679981 scopus 로고    scopus 로고
    • Examining CDOM fluorescence variability using principal component analysis: Seasonal and regional modeling of three-dimensional fluorescence in the Gulf of Mexico
    • DOI 10.1016/j.marchem.2004.03.019, PII S0304420304000787
    • J. Boehme, P. Coble, R. Commy, and A. Stovall-Leonard Examining CDOM fluorescence variability using principal component analysis: seasonal and regional modelling of three-dimensional fluorescence in the Gulf of Mexico Marine Chem 89 1-4 2004 3 14
    • (2004) Marine Chemistry , vol.89 , Issue.1-4 , pp. 3-14
    • Boehme, J.1    Coble, P.2    Conmy, R.3    Stovall-Leonard, A.4
  • 25
    • 0345404396 scopus 로고    scopus 로고
    • The self-organizing map
    • DOI 10.1016/S0925-2312(98)00030-7, PII S0925231298000307
    • T. Kohonen The self-organizing map Neurocomputing 21 1 1998 1 6
    • (1998) Neurocomputing , vol.21 , Issue.1-3 , pp. 1-6
    • Kohonen, T.1
  • 26
    • 0035843842 scopus 로고    scopus 로고
    • Multivariate evaluation of the fluorescence of aquatic organic matter
    • DOI 10.1016/S0003-2670(01)00812-1, PII S0003267001008121
    • T. Persson, and M. Wedborg Multivariate evaluation of the fluorescence of aquatic organic matter Anal Chim Acta 434 2001 179 192
    • (2001) Analytica Chimica Acta , vol.434 , Issue.2 , pp. 179-192
    • Persson, T.1    Wedborg, M.2
  • 27
    • 23744508970 scopus 로고    scopus 로고
    • Application of artificial neural networks to the analysis of two-dimensional fluorescence spectra in recombinant E. coli fermentation processes
    • K.I. Lee, Y.S. Yim, and S.W. Chung Application of artificial neural networks to the analysis of two-dimensional fluorescence spectra in recombinant E. coli fermentation processes J Chem Technol Biotechnol 80 9 2005 1036 1045
    • (2005) J Chem Technol Biotechnol , vol.80 , Issue.9 , pp. 1036-1045
    • Lee, K.I.1    Yim, Y.S.2    Chung, S.W.3
  • 28
    • 0031735568 scopus 로고    scopus 로고
    • Neural networks in multivariate calibration
    • F. Despagne, and D.L. Massart Neural networks in multivariate calibration The Analyst 123 11 1997 157R 178R
    • (1998) Analyst , vol.123 , Issue.11
    • Despagne, F.1
  • 29
    • 0042346177 scopus 로고    scopus 로고
    • Total luminescence spectroscopy with pattern recognition for classification of edible oils
    • DOI 10.1039/b303009a
    • S.M. Scott, D. James, and Z. Ali Total luminescence spectroscopy with pattern recognition for classification of edible oils The Analyst 128 2003 966 973
    • (2003) Analyst , vol.128 , Issue.7 , pp. 966-973
    • Scott, S.M.1    James, D.2    Ali, Z.3    O'Hare, W.T.4    Rowell, F.J.5
  • 32
    • 37549052526 scopus 로고    scopus 로고
    • Parallel factor analysis of excitation-emission matrix fluorescence spectra of water soluble soil organic matter as basis for the determination of conditional metal binding parameters
    • T. Ohno, A. Amirbahman, and R. Bro Parallel factor analysis of excitation-emission matrix fluorescence spectra of water soluble soil organic matter as basis for the determination of conditional metal binding parameters Environ Sci Technol 42 2008 186 192
    • (2008) Environ Sci Technol , vol.42 , pp. 186-192
    • Ohno, T.1    Amirbahman, A.2    Bro, R.3
  • 33
    • 34247889861 scopus 로고    scopus 로고
    • Multivariate methods on the excitation emission matrix fluorescence spectroscopic data of diesel-kerosene mixtures: A comparative study
    • DOI 10.1016/j.aca.2007.03.079, PII S0003267007006903
    • O. Divya, and A.K. Mishra Multivariate methods on the excitation emission matrix fluorescence spectroscopy data of diesel-kerosene mixtures: A comparative study Anal Chim Acta 592 1 2007 82 90
    • (2007) Analytica Chimica Acta , vol.592 , Issue.1 , pp. 82-90
    • Divya, O.1    Mishra, A.K.2
  • 34
    • 0012118915 scopus 로고    scopus 로고
    • Three-way Principal Components Analysis for fluorescence spectroscopic classification of algae species
    • R. Henrion, G. Henrion, M. Böhme, and H. Behrendt Three-way principal components analysis for fluorescence spectroscopic classification of algae species Fresenius J Anal Chem 357 5 1997 522 526
    • (1997) Fresenius' Journal of Analytical Chemistry , vol.357 , Issue.5 , pp. 522-526
    • Henrion, R.1    Henrion, G.2    Bohme, M.3    Behrendt, H.4
  • 35
    • 20444435171 scopus 로고    scopus 로고
    • Rapid detection of olive-pomace oil adulteration in extra virgin olive oils from the protected denomination of origin "Siurana" using excitation-emission fluorescence spectroscopy and three-way methods of analysis
    • DOI 10.1016/j.aca.2005.02.013, PII S0003267005001716
    • F. Guimet, J. Ferré, and R. Boqué Rapid detection of olive-pomace oil adulteration in extra virgin olive oils from the protected denomination of origin "Siurana" using excitation-emission fluorescence spectroscopy and three-way methods of analysis Anal Chim Acta 544 1-2 2005 143 152
    • (2005) Analytica Chimica Acta , vol.544 , Issue.SPEC. ISS. 1-2 , pp. 143-152
    • Guimet, F.1    Ferre, J.2    Boque, R.3
  • 36
    • 37049090105 scopus 로고
    • Data processing by neural networks in quantitative chemical analysis
    • M. Bos, A. Bos, and W.E. van den Linden Data processing by neural networks in quantitative chemical analysis The Analyst 118 4 1993 323 328
    • (1993) The Analyst , vol.118 , Issue.4 , pp. 323-328
    • Bos, M.1    Bos, A.2    Van Den Linden, W.E.3
  • 37
    • 0034564603 scopus 로고    scopus 로고
    • Artificial neural networks: Fundamentals computing design and application
    • I.A. Basheer, and M. Hajmeer Artificial neural networks: fundamentals computing design and application J Microbiol Methods 43 1 2000 3 31
    • (2000) J Microbiol Methods , vol.43 , Issue.1 , pp. 3-31
    • Basheer, I.A.1    Hajmeer, M.2
  • 39
    • 0035809058 scopus 로고    scopus 로고
    • Two-dimensional fluorometry coupled with artificial neural networks: A novel method for on-line monitoring of complex biological processes
    • DOI 10.1002/1097-0290(20010205)72:3<297::AID-BIT6>3.0.CO;2-B
    • G. Wolf, J.S. Almeida, and C. Pinheiro Two-dimensional fluorometry coupled with artificial neural networks: A novel method for on-line monitoring of complex biological processes Biotechnol Bioeng 72 3 2001 297 306
    • (2001) Biotechnology and Bioengineering , vol.72 , Issue.3 , pp. 297-306
    • Wolf, G.1    Almeida, J.S.2    Pinheiro, C.3    Correia, V.4    Rodrigues, C.5    Reis, M.A.M.6    Crespo, J.G.7
  • 40
    • 26044454573 scopus 로고    scopus 로고
    • Estuarial fingerprinting through multidimensional fluorescence and multivariate analysis
    • DOI 10.1021/es0503074
    • G.J. Hall, K.E. Clow, and J.E. Kenny Estuarial fingerprinting through multidimensional fluorescence and multivariate analysis Environ Sci Technol 39 19 2005 7560 7567
    • (2005) Environmental Science and Technology , vol.39 , Issue.19 , pp. 7560-7567
    • Hall, G.J.1    Clow, K.E.2    Kenny, J.E.3
  • 41
    • 84973777204 scopus 로고
    • Stepwise regression and stepwise discriminant-analysis need not apply here - A guidelines
    • B. Thompson Stepwise regression and stepwise discriminant-analysis need not apply here - a guidelines Educ Psychol Measure 55 4 1995
    • (1995) Educ Psychol Measure , vol.55 , Issue.4
    • Thompson, B.1
  • 42
    • 80955167676 scopus 로고    scopus 로고
    • Careful consideration necessary when using stepwise regression
    • O.S. Hopkins Careful consideration necessary when using stepwise regression J Am Water Works Assoc 97 7 2005 144
    • (2005) J Am Water Works Assoc , vol.97 , Issue.7 , pp. 144
    • Hopkins, O.S.1
  • 43
    • 0025732436 scopus 로고
    • Neural networks: A new method for solving chemical problems or just a passing phase?
    • J. Zupan, and J. Gasteiger Neural networks: a new method for solving chemical problems or just a passing phase? Anal Chim Acta 248 1 1991 1 30
    • (1991) Anal Chim Acta , vol.248 , Issue.1 , pp. 1-30
    • Zupan, J.1    Gasteiger, J.2
  • 44
    • 0027627965 scopus 로고
    • Working with neural networks
    • DOI 10.1109/6.222230
    • D. Hammerstrom Working with neural networks IEEE Spectrum 30 7 1993 46 53
    • (1993) IEEE Spectrum , vol.30 , Issue.7 , pp. 46-53
    • Hammerstrom Dan1
  • 45
    • 0030813663 scopus 로고    scopus 로고
    • PARAFAC. Tutorial and applications
    • DOI 10.1016/S0169-7439(97)00032-4, PII S0169743997000324
    • R. Bro PARAFAC. Tutorial and applications Chemom Intellig Lab Syst 38 2 1997 149 171
    • (1997) Chemometrics and Intelligent Laboratory Systems , vol.38 , Issue.2 , pp. 149-171
    • Bro, R.1
  • 46
    • 0000169232 scopus 로고
    • An algorithm for least-squares estimation of nonlinear parameters
    • D. Marquardt An algorithm for least-squares estimation of nonlinear parameters SIAM J Appl Math 11 2 1963 431 441
    • (1963) SIAM J Appl Math , vol.11 , Issue.2 , pp. 431-441
    • Marquardt, D.1


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