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Volumn 33, Issue 2, 2009, Pages 465-472

A methodology for sequencing batch reactor identification with artificial neural networks: A case study

Author keywords

Artificial neural networks; Sequencing batch reactor; Soft sensor

Indexed keywords

BACKPROPAGATION; BATCH REACTORS; BIOLOGICAL WATER TREATMENT; CUSTOMER SATISFACTION; PHOSPHORUS; QUALITY CONTROL; SENSOR NETWORKS; SENSORS; WASTEWATER;

EID: 58249091983     PISSN: 00981354     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compchemeng.2008.10.018     Document Type: Article
Times cited : (46)

References (26)
  • 1
    • 33646093256 scopus 로고    scopus 로고
    • Relating ions concentration variations to conductivity variations in a sequencing batch reactor operated for enhanced biological phosphorus removal
    • Aguado D., Montoya T., Ferrer J., and Seco A. Relating ions concentration variations to conductivity variations in a sequencing batch reactor operated for enhanced biological phosphorus removal. Environmental Modelling and Software 21 (2006) 845-851
    • (2006) Environmental Modelling and Software , vol.21 , pp. 845-851
    • Aguado, D.1    Montoya, T.2    Ferrer, J.3    Seco, A.4
  • 2
    • 33750734428 scopus 로고    scopus 로고
    • Comparison of different predictive models for nutrient estimation in a sequencing batch reactor for wastewater treatment
    • Aguado D., Ferrer A., Seco A., and Ferrer J. Comparison of different predictive models for nutrient estimation in a sequencing batch reactor for wastewater treatment. Chemometrics and Intelligent Laboratory Systems 84 (2006) 75-81
    • (2006) Chemometrics and Intelligent Laboratory Systems , vol.84 , pp. 75-81
    • Aguado, D.1    Ferrer, A.2    Seco, A.3    Ferrer, J.4
  • 3
    • 58249084545 scopus 로고    scopus 로고
    • American Public Health Association, American Water Works Association and Water Environmental Federation. (1998). Standard methods for the examination of water and wastewater (20th edn). Washington, DC.
    • American Public Health Association, American Water Works Association and Water Environmental Federation. (1998). Standard methods for the examination of water and wastewater (20th edn). Washington, DC.
  • 4
    • 0022373066 scopus 로고
    • Exchange of organics, phosphate and cations between sludge and water in biological phosphorus and nitrogen removal processes
    • Arvin E., and Kristensen G. Exchange of organics, phosphate and cations between sludge and water in biological phosphorus and nitrogen removal processes. Water Science and Technology 17 11-12 (1985) 147-162
    • (1985) Water Science and Technology , vol.17 , Issue.11-12 , pp. 147-162
    • Arvin, E.1    Kristensen, G.2
  • 7
    • 0028969090 scopus 로고
    • Dynamic modelling of the activated sludge process: Improving prediction using neural networks
    • Cote M., Grandjean B.P.A., Lessard P., and Thibault J. Dynamic modelling of the activated sludge process: Improving prediction using neural networks. Water Research 29 4 (1995) 995-1004
    • (1995) Water Research , vol.29 , Issue.4 , pp. 995-1004
    • Cote, M.1    Grandjean, B.P.A.2    Lessard, P.3    Thibault, J.4
  • 10
    • 3342965223 scopus 로고    scopus 로고
    • Prediction of wastewater treatment plant performance using artificial neural networks
    • Hamed M.M., Khalafallah M.G., and Hassanien E.A. Prediction of wastewater treatment plant performance using artificial neural networks. Environmental Modelling and Software 19 10 (2004) 919-928
    • (2004) Environmental Modelling and Software , vol.19 , Issue.10 , pp. 919-928
    • Hamed, M.M.1    Khalafallah, M.G.2    Hassanien, E.A.3
  • 11
    • 0032727764 scopus 로고    scopus 로고
    • Integrated wastewater treatment plant performance evaluation using artificial neural networks
    • Hamoda M.F., Al-Ghusain I.A., and Hassan A.H. Integrated wastewater treatment plant performance evaluation using artificial neural networks. Water Science and Technology 40 7 (1999) 55-65
    • (1999) Water Science and Technology , vol.40 , Issue.7 , pp. 55-65
    • Hamoda, M.F.1    Al-Ghusain, I.A.2    Hassan, A.H.3
  • 12
    • 0024880831 scopus 로고
    • Multilayer feedforward neural networks are universal approximators
    • Hornik K., Stinchcombe M., and White H. Multilayer feedforward neural networks are universal approximators. Neural Networks 2 (1989) 359-366
    • (1989) Neural Networks , vol.2 , pp. 359-366
    • Hornik, K.1    Stinchcombe, M.2    White, H.3
  • 13
    • 0141992123 scopus 로고    scopus 로고
    • Effectiveness of oxidation-reduction potential and pH as monitoring and control parameters for nitrogen removal in swine wastewater treatment by sequencing batch reactors
    • Kishida N., Kim J.H., Chen M.X., Sasaki H., and Sudo R. Effectiveness of oxidation-reduction potential and pH as monitoring and control parameters for nitrogen removal in swine wastewater treatment by sequencing batch reactors. Journal of Bioscience and Bioengineering 96 3 (2003) 285-290
    • (2003) Journal of Bioscience and Bioengineering , vol.96 , Issue.3 , pp. 285-290
    • Kishida, N.1    Kim, J.H.2    Chen, M.X.3    Sasaki, H.4    Sudo, R.5
  • 14
    • 0037142398 scopus 로고    scopus 로고
    • Hybrid neural network modeling of a full-scale industrial wastewaer treatment process
    • Lee D.S., Jeon C.O., Park J.M., and Chang K.S. Hybrid neural network modeling of a full-scale industrial wastewaer treatment process. Biotechnology and Bioengineering 78 (2002) 670-682
    • (2002) Biotechnology and Bioengineering , vol.78 , pp. 670-682
    • Lee, D.S.1    Jeon, C.O.2    Park, J.M.3    Chang, K.S.4
  • 17
    • 0032210903 scopus 로고    scopus 로고
    • Microbiology and biochemistry of the enhanced biological phosphate removal process
    • Mino T., van Loosdrecht M.C.M., and Heijnen J.J. Microbiology and biochemistry of the enhanced biological phosphate removal process. Water Research 32 (1998) 3193-3207
    • (1998) Water Research , vol.32 , pp. 3193-3207
    • Mino, T.1    van Loosdrecht, M.C.M.2    Heijnen, J.J.3
  • 18
    • 58249089245 scopus 로고    scopus 로고
    • 3* alkalinity and short-chain fatty acids in aqueous solutions containing known concentrations of ammonium, phosphate and sulphide weak acid/bases. Water Research Comission, Report No. TT 57/92. University of Cape Town, Research Report W 74. Pretoria, Republic of South Africa.
    • 3* alkalinity and short-chain fatty acids in aqueous solutions containing known concentrations of ammonium, phosphate and sulphide weak acid/bases. Water Research Comission, Report No. TT 57/92. University of Cape Town, Research Report W 74. Pretoria, Republic of South Africa.
  • 19
    • 0029252734 scopus 로고
    • Multivariate SPC charts for monitoring batch processes
    • Nomikos P., and MacGregor J.F. Multivariate SPC charts for monitoring batch processes. Technometrics 37 (1995) 41-59
    • (1995) Technometrics , vol.37 , pp. 41-59
    • Nomikos, P.1    MacGregor, J.F.2
  • 20
    • 0032863751 scopus 로고    scopus 로고
    • The requirement of metal cations for enhanced biological phosphorus removal by activated sludge
    • Pattarkine V.M., and Randall C.W. The requirement of metal cations for enhanced biological phosphorus removal by activated sludge. Water Science and Technology 40 2 (1999) 159-165
    • (1999) Water Science and Technology , vol.40 , Issue.2 , pp. 159-165
    • Pattarkine, V.M.1    Randall, C.W.2
  • 21
    • 0027052872 scopus 로고
    • Potassium and magnesium requirements for enhanced biological phosphorus removal from wastewater
    • Rickard L.F., and McClintock S.A. Potassium and magnesium requirements for enhanced biological phosphorus removal from wastewater. Water Science and Technology 26 9-11 (1992) 2203-2206
    • (1992) Water Science and Technology , vol.26 , Issue.9-11 , pp. 2203-2206
    • Rickard, L.F.1    McClintock, S.A.2
  • 22
    • 11044221505 scopus 로고    scopus 로고
    • Monitoring pH and electric conductivity in an EBPR sequencing batch reactor
    • Serralta J., Borrás L., Blanco C., Barat R., and Seco A. Monitoring pH and electric conductivity in an EBPR sequencing batch reactor. Water Science and Technology 50 10 (2004) 145-152
    • (2004) Water Science and Technology , vol.50 , Issue.10 , pp. 145-152
    • Serralta, J.1    Borrás, L.2    Blanco, C.3    Barat, R.4    Seco, A.5
  • 24
    • 0031018125 scopus 로고    scopus 로고
    • Monitoring and control using on-line ORP on the continuous-flow activated sludge batch reactor system
    • Yu R.F., Liaw S.L., Chang C.N., Lu H.J., and Cheng W.Y. Monitoring and control using on-line ORP on the continuous-flow activated sludge batch reactor system. Water Science and Technology 35 1 (1997) 57-66
    • (1997) Water Science and Technology , vol.35 , Issue.1 , pp. 57-66
    • Yu, R.F.1    Liaw, S.L.2    Chang, C.N.3    Lu, H.J.4    Cheng, W.Y.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.