메뉴 건너뛰기




Volumn 48, Issue , 2013, Pages 193-201

Advanced monitoring platform for industrial wastewater treatment: Multivariable approach using the self-organizing map

Author keywords

Activated sludge; Monitoring; Self organizing map; Warning; Wastewater; Water treatment

Indexed keywords

ACTIVATED SLUDGE; ACTIVATED SLUDGE TREATMENT PLANT; ADVANCED DATA PROCESSING; INDUSTRIAL WASTEWATER TREATMENT; INDUSTRIAL WASTEWATERS; MULTIVARIABLE APPROACH; PROCESS MEASUREMENTS; WARNING;

EID: 84881235346     PISSN: 13648152     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.envsoft.2013.07.005     Document Type: Article
Times cited : (27)

References (33)
  • 3
    • 70350422293 scopus 로고    scopus 로고
    • Review of the self-organizing map (SOM) approach in water resources: commentary
    • Céréghino R., Park Y.-S. Review of the self-organizing map (SOM) approach in water resources: commentary. Environmental Modelling & Software 2009, 24(8):945-947.
    • (2009) Environmental Modelling & Software , vol.24 , Issue.8 , pp. 945-947
    • Céréghino, R.1    Park, Y.-S.2
  • 4
    • 0023701056 scopus 로고
    • Optimization and uprating of activated sludge plants by efficient process design
    • Chambers B., Jones G. Optimization and uprating of activated sludge plants by efficient process design. Water Science and Technology 1988, 20(4-5):121-132.
    • (1988) Water Science and Technology , vol.20 , Issue.4-5 , pp. 121-132
    • Chambers, B.1    Jones, G.2
  • 5
    • 38649142784 scopus 로고    scopus 로고
    • Anew approach to exploratory analysis of system dynamics using SOM: applications to industrial processes
    • Díaz I., Domínguez M., Cuadrado A.A., Fuertes J.J. Anew approach to exploratory analysis of system dynamics using SOM: applications to industrial processes. Expert Systems with Applications 2008, 34(4):2953-2965.
    • (2008) Expert Systems with Applications , vol.34 , Issue.4 , pp. 2953-2965
    • Díaz, I.1    Domínguez, M.2    Cuadrado, A.A.3    Fuertes, J.J.4
  • 6
    • 84855195778 scopus 로고    scopus 로고
    • Data-driven modeling approaches to support wastewater treatment plant operation
    • Dürrenmatt D.J., Gujer W. Data-driven modeling approaches to support wastewater treatment plant operation. Environmental Modelling & Software 2012, 30:47-56.
    • (2012) Environmental Modelling & Software , vol.30 , pp. 47-56
    • Dürrenmatt, D.J.1    Gujer, W.2
  • 7
    • 84855499428 scopus 로고    scopus 로고
    • Modeling hydrologic and geomorphic hazards across post-fire landscapes using a self-organizing map approach
    • Friedel M.J. Modeling hydrologic and geomorphic hazards across post-fire landscapes using a self-organizing map approach. Environmental Modelling & Software 2011, 26(12):1660-1674.
    • (2011) Environmental Modelling & Software , vol.26 , Issue.12 , pp. 1660-1674
    • Friedel, M.J.1
  • 8
    • 84861950661 scopus 로고    scopus 로고
    • Data-driven modeling of surface temperature anomaly and solar activity trends
    • Friedel M.J. Data-driven modeling of surface temperature anomaly and solar activity trends. Environmental Modelling & Software 2012, 37:217-232.
    • (2012) Environmental Modelling & Software , vol.37 , pp. 217-232
    • Friedel, M.J.1
  • 9
    • 84055200260 scopus 로고    scopus 로고
    • Intelligent estimation of spatially distributed soil physical properties
    • Iwashita F., Friedel M.J., Ribeiro G.F., Fraser S.J. Intelligent estimation of spatially distributed soil physical properties. Geoderma 2012, 170(15):1-10.
    • (2012) Geoderma , vol.170 , Issue.15 , pp. 1-10
    • Iwashita, F.1    Friedel, M.J.2    Ribeiro, G.F.3    Fraser, S.J.4
  • 11
    • 40749144865 scopus 로고    scopus 로고
    • Review of the self-organizing map (SOM) approach in water resources: analysis, modelling and application
    • Kalteh A.M., Hjorth P., Berndtsson R. Review of the self-organizing map (SOM) approach in water resources: analysis, modelling and application. Environmental Modelling & Software 2008, 23(7):835-845.
    • (2008) Environmental Modelling & Software , vol.23 , Issue.7 , pp. 835-845
    • Kalteh, A.M.1    Hjorth, P.2    Berndtsson, R.3
  • 12
    • 0346186573 scopus 로고
    • Process state monitoring using self-organizing maps
    • North-Holland, Amsterdam, Netherlands
    • Kasslin M., Kangas J., Simula O. Process state monitoring using self-organizing maps. Artificial Neural Networks 2 1992, vol. I:1532-1534. North-Holland, Amsterdam, Netherlands.
    • (1992) Artificial Neural Networks 2 , vol.1 , pp. 1532-1534
    • Kasslin, M.1    Kangas, J.2    Simula, O.3
  • 13
    • 79959784954 scopus 로고    scopus 로고
    • Advancing assessment and design of stormwater monitoring programs using a self-organizing map: characterization of trace metal concentration profiles in stormwater runoff
    • Ki S.J., Kang J.-H., Lee S.W., Lee Y.S., Cho K.H., An K.-G., Kim J.H. Advancing assessment and design of stormwater monitoring programs using a self-organizing map: characterization of trace metal concentration profiles in stormwater runoff. Water Research 2011, 45(14):4183-4197.
    • (2011) Water Research , vol.45 , Issue.14 , pp. 4183-4197
    • Ki, S.J.1    Kang, J.-H.2    Lee, S.W.3    Lee, Y.S.4    Cho, K.H.5    An, K.-G.6    Kim, J.H.7
  • 14
    • 0020068152 scopus 로고
    • Self-organized formation of topologically correct feature maps
    • Kohonen T. Self-organized formation of topologically correct feature maps. Biological Cybernetics 1982, 43(1):59-69.
    • (1982) Biological Cybernetics , vol.43 , Issue.1 , pp. 59-69
    • Kohonen, T.1
  • 17
    • 0003410791 scopus 로고    scopus 로고
    • Springer-Verlag, Berlin Heidelberg New York
    • Kohonen T. Self-organizing Maps 2001, Springer-Verlag, Berlin Heidelberg New York. third ed.
    • (2001) Self-organizing Maps
    • Kohonen, T.1
  • 18
    • 79251597159 scopus 로고    scopus 로고
    • Modeling of the fluidized bed combustion process and NOx emissions using self-organizing maps: an application to the diagnosis of process states
    • Liukkonen M., Hiltunen T., Hälikkä E., Hiltunen Y. Modeling of the fluidized bed combustion process and NOx emissions using self-organizing maps: an application to the diagnosis of process states. Environmental Modelling & Software 2011, 26(5):605-614.
    • (2011) Environmental Modelling & Software , vol.26 , Issue.5 , pp. 605-614
    • Liukkonen, M.1    Hiltunen, T.2    Hälikkä, E.3    Hiltunen, Y.4
  • 19
    • 78650740102 scopus 로고    scopus 로고
    • Artificial neural networks for analysis of process states in fluidized bed combustion
    • Liukkonen M., Heikkinen M., Hiltunen T., Hälikkä E., Kuivalainen R., Hiltunen Y. Artificial neural networks for analysis of process states in fluidized bed combustion. Energy 2011, 36(1):339-347.
    • (2011) Energy , vol.36 , Issue.1 , pp. 339-347
    • Liukkonen, M.1    Heikkinen, M.2    Hiltunen, T.3    Hälikkä, E.4    Kuivalainen, R.5    Hiltunen, Y.6
  • 20
    • 84862314588 scopus 로고    scopus 로고
    • Dynamic soft sensors for NOx emissions in a circulating fluidized bed boiler
    • Liukkonen M., Hälikkä E., Hiltunen T., Hiltunen Y. Dynamic soft sensors for NOx emissions in a circulating fluidized bed boiler. Applied Energy 2012, 97:483-490.
    • (2012) Applied Energy , vol.97 , pp. 483-490
    • Liukkonen, M.1    Hälikkä, E.2    Hiltunen, T.3    Hiltunen, Y.4
  • 21
    • 84869087382 scopus 로고    scopus 로고
    • Adaptive soft sensor for fluidized bed quality: applications to combustion of biomass
    • Liukkonen M., Hälikkä E., Hiltunen T., Hiltunen Y. Adaptive soft sensor for fluidized bed quality: applications to combustion of biomass. Fuel Processing Technology 2013, 105:46-51.
    • (2013) Fuel Processing Technology , vol.105 , pp. 46-51
    • Liukkonen, M.1    Hälikkä, E.2    Hiltunen, T.3    Hiltunen, Y.4
  • 25
    • 84856112872 scopus 로고    scopus 로고
    • Wastewater quality monitoring system using sensor fusion and machine learning techniques
    • Qin X., Gao F., Chen G. Wastewater quality monitoring system using sensor fusion and machine learning techniques. Water Research 2012, 46(4):1133-1144.
    • (2012) Water Research , vol.46 , Issue.4 , pp. 1133-1144
    • Qin, X.1    Gao, F.2    Chen, G.3
  • 27
    • 84856289582 scopus 로고    scopus 로고
    • Ammonia oxidizing bacterial community composition and process performance in wastewater treatment plants under low temperature conditions
    • Rodriguez-Caballero A., Hallin S., Påhlson C., Odlare M., Dahlquist E. Ammonia oxidizing bacterial community composition and process performance in wastewater treatment plants under low temperature conditions. Water Science and Technology 2012, 65(2):197-204.
    • (2012) Water Science and Technology , vol.65 , Issue.2 , pp. 197-204
    • Rodriguez-Caballero, A.1    Hallin, S.2    Påhlson, C.3    Odlare, M.4    Dahlquist, E.5
  • 28
    • 0034908862 scopus 로고    scopus 로고
    • Multivariate and multiscale monitoring of wastewater treatment operation
    • Rosen C., Lennox J.A. Multivariate and multiscale monitoring of wastewater treatment operation. Water Research 2001, 35(14):3402-3410.
    • (2001) Water Research , vol.35 , Issue.14 , pp. 3402-3410
    • Rosen, C.1    Lennox, J.A.2
  • 29
    • 78650419548 scopus 로고    scopus 로고
    • Advances in on-line drinking waterquality monitoring and early warning systems
    • Storey M.V., van der Gaag B., Burns B.P. Advances in on-line drinking waterquality monitoring and early warning systems. Water Research 2011, 45(2):741-747.
    • (2011) Water Research , vol.45 , Issue.2 , pp. 741-747
    • Storey, M.V.1    van der Gaag, B.2    Burns, B.P.3
  • 30
    • 0010985453 scopus 로고    scopus 로고
    • Self-organizing map in matlab: the SOM toolbox
    • The toolbox is available via:, (accessed 08.11.12.)
    • Vesanto J., Himberg J., Alhoniemi E., Parhankangas J. Self-organizing map in matlab: the SOM toolbox. Proceedings of the Matlab DSP Conference 1999 1999, 35-40. The toolbox is available via:, (accessed 08.11.12.). http://www.cis.hut.fi/projects/somtoolbox/.
    • (1999) Proceedings of the Matlab DSP Conference 1999 , pp. 35-40
    • Vesanto, J.1    Himberg, J.2    Alhoniemi, E.3    Parhankangas, J.4
  • 31
    • 34547580833 scopus 로고    scopus 로고
    • Applying data mining to manufacturing: the nature and implications
    • Wang K. Applying data mining to manufacturing: the nature and implications. Journal of Intelligent Manufacturing 2007, 18:487-495.
    • (2007) Journal of Intelligent Manufacturing , vol.18 , pp. 487-495
    • Wang, K.1
  • 32
    • 84860432395 scopus 로고    scopus 로고
    • Review of photochemical reaction constants of organic micropollutants required for UV advanced oxidation processes in water
    • Wols B.A., Hofman-Caris C.H.M. Review of photochemical reaction constants of organic micropollutants required for UV advanced oxidation processes in water. Water Research 2012, 46(9):2815-2827.
    • (2012) Water Research , vol.46 , Issue.9 , pp. 2815-2827
    • Wols, B.A.1    Hofman-Caris, C.H.M.2
  • 33
    • 54049116668 scopus 로고    scopus 로고
    • Assessment of the nutrient removal performance in integrated constructed wetlands with the self-organizing map
    • Zhang L., Scholz M., Mustafa A., Harrington R. Assessment of the nutrient removal performance in integrated constructed wetlands with the self-organizing map. Water Research 2008, 42(13):3519-3527.
    • (2008) Water Research , vol.42 , Issue.13 , pp. 3519-3527
    • Zhang, L.1    Scholz, M.2    Mustafa, A.3    Harrington, R.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.