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Volumn 26, Issue 5, 2011, Pages 605-614

Modeling of the fluidized bed combustion process and NOx emissions using self-organizing maps: An application to the diagnosis of process states

Author keywords

Artificial neural network; Energy production; Fluidized bed; K means; Nitrogen oxide; Self organizing map

Indexed keywords

ARTIFICIAL NEURAL NETWORK; COMBUSTION EFFICIENCIES; COMBUSTION PRO-CESS; EFFICIENT METHOD; EFFICIENT PROCESS; ENERGY PRODUCTIONS; HARMFUL EMISSIONS; INDUSTRIAL PROCESSS; INPUT DATAS; K-MEANS; K-MEANS CLUSTERING; PROCESS DATA; PROCESS FLUCTUATIONS; PROCESS STATE; TRAJECTORY ANALYSIS;

EID: 79251597159     PISSN: 13648152     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.envsoft.2010.12.002     Document Type: Article
Times cited : (53)

References (50)
  • 1
    • 0035198553 scopus 로고    scopus 로고
    • Prediction of emission gas concentration from PFBC of coal under dynamic operating conditions
    • Abe R., Sasatsu H., Harada T., Misawa N., Saitou I. Prediction of emission gas concentration from PFBC of coal under dynamic operating conditions. Fuel 2001, 80:135-144.
    • (2001) Fuel , vol.80 , pp. 135-144
    • Abe, R.1    Sasatsu, H.2    Harada, T.3    Misawa, N.4    Saitou, I.5
  • 2
    • 0141636588 scopus 로고    scopus 로고
    • Process analysis and product quality estimation by self-organizing maps with an application to polyethylene production
    • Abonyi J., Nemeth S., Vincze C., Arva P. Process analysis and product quality estimation by self-organizing maps with an application to polyethylene production. Computers in Industry 2003, 52:221-234.
    • (2003) Computers in Industry , vol.52 , pp. 221-234
    • Abonyi, J.1    Nemeth, S.2    Vincze, C.3    Arva, P.4
  • 4
    • 79251598956 scopus 로고    scopus 로고
    • Unsupervised Pattern Recognition Methods for Exploratory Analysis of Industrial Process Data. Doctoral thesis, Helsinki University of Technology, Finland.
    • Alhoniemi E., 2002. Unsupervised Pattern Recognition Methods for Exploratory Analysis of Industrial Process Data. Doctoral thesis, Helsinki University of Technology, Finland.
    • (2002)
    • Alhoniemi, E.1
  • 6
    • 34548119512 scopus 로고    scopus 로고
    • Time series prediction with the self-organizing map: a review
    • Barreto G.A. Time series prediction with the self-organizing map: a review. Studies in Computational Intelligence 2008, 77:135-158.
    • (2008) Studies in Computational Intelligence , vol.77 , pp. 135-158
    • Barreto, G.A.1
  • 7
    • 0033231790 scopus 로고    scopus 로고
    • Combustion of coal in circulating fluidized-bed boilers: a review
    • Basu P. Combustion of coal in circulating fluidized-bed boilers: a review. Chemical Engineering Science 1999, 54:5547-5557.
    • (1999) Chemical Engineering Science , vol.54 , pp. 5547-5557
    • Basu, P.1
  • 9
    • 0343826801 scopus 로고    scopus 로고
    • Combustion technology developments in power generation in response to environmental challenges
    • Beér
    • Beér Combustion technology developments in power generation in response to environmental challenges. Progress in Energy and Combustion Science 2000, 26:301-327.
    • (2000) Progress in Energy and Combustion Science , vol.26 , pp. 301-327
  • 10
    • 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, 24:945-947.
    • (2009) Environmental Modelling & Software , vol.24 , pp. 945-947
    • Céréghino, R.1    Park, Y.-S.2
  • 13
    • 38649142784 scopus 로고    scopus 로고
    • A new approach to exploratory analysis of system dynamics using SOM: applications to industrial processes
    • Díaz I., Domínguez M., Cuadrado A.A., Fuertes J.J. A new approach to exploratory analysis of system dynamics using SOM: applications to industrial processes. Expert Systems with Applications 2008, 34:2953-2965.
    • (2008) Expert Systems with Applications , vol.34 , pp. 2953-2965
    • Díaz, I.1    Domínguez, M.2    Cuadrado, A.A.3    Fuertes, J.J.4
  • 15
    • 28544447154 scopus 로고    scopus 로고
    • United States Environmental Protection Agency, Washington DC, F, EPA 430 R-01 006
    • EPA 430 R-01 006 Nitrogen: Multiple and Regional Impacts February 2002, United States Environmental Protection Agency, Washington DC.
    • (2002) Nitrogen: Multiple and Regional Impacts
  • 16
    • 67449101924 scopus 로고    scopus 로고
    • United States Environmental Protection Agency, Research Triangle Park, NC, J, EPA/600/R-08/071
    • EPA/600/R-08/071 Integrated Science Assessment for Oxides of Nitrogen - Health Criteria July 2008, United States Environmental Protection Agency, Research Triangle Park, NC.
    • (2008) Integrated Science Assessment for Oxides of Nitrogen - Health Criteria
  • 18
    • 67650246505 scopus 로고    scopus 로고
    • Pearson Education Inc., Upper Saddle River, New Jersey
    • Haykin S. Neural Networks and Learning Machines 2009, Pearson Education Inc., Upper Saddle River, New Jersey. third ed.
    • (2009) Neural Networks and Learning Machines
    • Haykin, S.1
  • 19
    • 33646200285 scopus 로고    scopus 로고
    • SOM-based method for process state monitoring and optimization in fluidized bed energy plant
    • Springer-Verlag Berlin, Heidelberg, W. Duch, J. Kacprzyk, E. Oja, S. Zadrożny (Eds.)
    • Heikkinen M., Kettunen A., Niemitalo E., Kuivalainen R., Hiltunen Y. SOM-based method for process state monitoring and optimization in fluidized bed energy plant. Lecture Notes in Computer Science 3696 2005, 409-414. Springer-Verlag Berlin, Heidelberg. W. Duch, J. Kacprzyk, E. Oja, S. Zadrożny (Eds.).
    • (2005) Lecture Notes in Computer Science 3696 , pp. 409-414
    • Heikkinen, M.1    Kettunen, A.2    Niemitalo, E.3    Kuivalainen, R.4    Hiltunen, Y.5
  • 23
    • 40749144865 scopus 로고    scopus 로고
    • Review of the self-organizing map (SOM) approach in water resources: analysis, modeling and application
    • Kalteh A.M., Hjorth P., Berndtsson R. Review of the self-organizing map (SOM) approach in water resources: analysis, modeling and application. Environmental Modelling & Software 2008, 23:835-845.
    • (2008) Environmental Modelling & Software , vol.23 , pp. 835-845
    • Kalteh, A.M.1    Hjorth, P.2    Berndtsson, R.3
  • 24
    • 0346186573 scopus 로고
    • Process state monitoring using self-organizing maps
    • North-Holland, Amsterdam, Netherlands, I. Aleksander, J. Taylor (Eds.)
    • 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. I. Aleksander, J. Taylor (Eds.).
    • (1992) Artificial Neural Networks 2 , vol.1 , pp. 1532-1534
    • Kasslin, M.1    Kangas, J.2    Simula, O.3
  • 25
    • 0029727599 scopus 로고    scopus 로고
    • Topology Preservation in self-organizing maps. In: Proceedings of IEEE International Conference on Neural Networks
    • Kiviluoto, K., 1996. Topology Preservation in self-organizing maps. In: Proceedings of IEEE International Conference on Neural Networks, vol. 1. pp. 294-299.
    • (1996) , vol.1 , pp. 294-299
    • Kiviluoto, K.1
  • 28
    • 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
  • 29
  • 30
    • 79251600366 scopus 로고    scopus 로고
    • Using visualization, variable selection and feature extraction to learn from industrial data. Doctoral thesis, Helsinki University of Technology, Finland.
    • Laine S., 2003. Using visualization, variable selection and feature extraction to learn from industrial data. Doctoral thesis, Helsinki University of Technology, Finland.
    • (2003)
    • Laine, S.1
  • 31
    • 0032307839 scopus 로고    scopus 로고
    • Fluidized bed combustion: mixing and pollutant limitation
    • Leckner B. Fluidized bed combustion: mixing and pollutant limitation. Progress in Energy and Combustion Science 1998, 24:31-61.
    • (1998) Progress in Energy and Combustion Science , vol.24 , pp. 31-61
    • Leckner, B.1
  • 32
    • 0037174614 scopus 로고    scopus 로고
    • Optimization of emissions from fluidized bed combustion of coal, biofuel and waste
    • Leckner B., Lyngfelt A. Optimization of emissions from fluidized bed combustion of coal, biofuel and waste. International Journal of Energy Research 2002, 26:1191-1202.
    • (2002) International Journal of Energy Research , vol.26 , pp. 1191-1202
    • Leckner, B.1    Lyngfelt, A.2
  • 34
    • 78650726962 scopus 로고    scopus 로고
    • Modeling of process states by using artificial neural networks in a fluidized bed energy plant
    • Argesim Publishing House, Vienna, I. Troch, F. Breitenecker (Eds.)
    • Liukkonen M., Heikkinen M., Hiltunen T., Hälikkä E., Kuivalainen R., Hiltunen Y. Modeling of process states by using artificial neural networks in a fluidized bed energy plant. Proceedings of MATHMOD 09 VIENNA 2009, 397-402. Argesim Publishing House, Vienna. I. Troch, F. Breitenecker (Eds.).
    • (2009) Proceedings of MATHMOD 09 VIENNA , pp. 397-402
    • Liukkonen, M.1    Heikkinen, M.2    Hiltunen, T.3    Hälikkä, E.4    Kuivalainen, R.5    Hiltunen, Y.6
  • 35
    • 78650741874 scopus 로고    scopus 로고
    • Emission analysis of a fluidized bed boiler by using self-organizing maps
    • Springer-Verlag, Berlin Heidelberg, M. Kolehmainen, P. Toivanen, B. Beliczynski (Eds.)
    • Liukkonen M., Heikkinen M., Hälikkä E., Kuivalainen R., Hiltunen Y. Emission analysis of a fluidized bed boiler by using self-organizing maps. Lecture Notes in Computer Science 5495 2009, 119-129. Springer-Verlag, Berlin Heidelberg. M. Kolehmainen, P. Toivanen, B. Beliczynski (Eds.).
    • (2009) Lecture Notes in Computer Science 5495 , pp. 119-129
    • Liukkonen, M.1    Heikkinen, M.2    Hälikkä, E.3    Kuivalainen, R.4    Hiltunen, Y.5
  • 36
    • 77957899725 scopus 로고    scopus 로고
    • Quality-oriented optimization of wave soldering process by using self-organizing maps
    • Liukkonen M., Havia E., Leinonen H., Hiltunen Y. Quality-oriented optimization of wave soldering process by using self-organizing maps. Applied Soft Computing 2011, 11:214-220.
    • (2011) Applied Soft Computing , vol.11 , pp. 214-220
    • Liukkonen, M.1    Havia, E.2    Leinonen, H.3    Hiltunen, Y.4
  • 37
    • 0001457509 scopus 로고
    • Some methods for classification and analysis of multivariate observations
    • University of California Press, Berkeley and Los Angeles, Proc. Fifth Berkeley Symposium on Mathematical Statistics and Probability
    • MacQueen J. Some methods for classification and analysis of multivariate observations. Statistics 1967, vol. I:281-297. University of California Press, Berkeley and Los Angeles.
    • (1967) Statistics , vol.1 , pp. 281-297
    • MacQueen, J.1
  • 40
    • 7444265318 scopus 로고    scopus 로고
    • Bibliography of self-organizing map (SOM) papers: 1998-2001 Addendum
    • Oja M., Kaski S., Kohonen T. Bibliography of self-organizing map (SOM) papers: 1998-2001 Addendum. Neural Computing Surveys 2002, 3:1-156.
    • (2002) Neural Computing Surveys , vol.3 , pp. 1-156
    • Oja, M.1    Kaski, S.2    Kohonen, T.3
  • 41
    • 54449091845 scopus 로고    scopus 로고
    • Modeling of fuel mixing in fluidized bed combustors
    • Pallarès D., Johnsson F. Modeling of fuel mixing in fluidized bed combustors. Chemical Engineering Science 2008, 63:5663-5671.
    • (2008) Chemical Engineering Science , vol.63 , pp. 5663-5671
    • Pallarès, D.1    Johnsson, F.2
  • 43
    • 33744980453 scopus 로고    scopus 로고
    • Self-organising map methods in integrated modelling of environmental and economic systems
    • Shanmuganathan S., Sallis P., Buckeridge J. Self-organising map methods in integrated modelling of environmental and economic systems. Environmental Modelling & Software 2006, 21:1247-1256.
    • (2006) Environmental Modelling & Software , vol.21 , pp. 1247-1256
    • Shanmuganathan, S.1    Sallis, P.2    Buckeridge, J.3
  • 44
    • 1342344557 scopus 로고    scopus 로고
    • 2O emissions in pressurized fluidized bed combustion of subbituminous coals
    • 2O emissions in pressurized fluidized bed combustion of subbituminous coals. Fuel 2004, 83:1095-1103.
    • (2004) Fuel , vol.83 , pp. 1095-1103
    • Svoboda, K.1    Pohořelý, M.2
  • 45
    • 61749094904 scopus 로고    scopus 로고
    • Experimental trends of NO in circulating fluidized bed combustion
    • Tourunen A., Saastamoinen J., Nevalainen H. Experimental trends of NO in circulating fluidized bed combustion. Fuel 2009, 88:1333-1341.
    • (2009) Fuel , vol.88 , pp. 1333-1341
    • Tourunen, A.1    Saastamoinen, J.2    Nevalainen, H.3
  • 46
    • 43049145551 scopus 로고    scopus 로고
    • Long-term changes in water physicochemistry in the adour-garonne hydrographic network during the last three decades
    • Tudesque L., Gevrey M., Grenouillet G., Lek S. Long-term changes in water physicochemistry in the adour-garonne hydrographic network during the last three decades. Water Research 2008, 42:732-742.
    • (2008) Water Research , vol.42 , pp. 732-742
    • Tudesque, L.1    Gevrey, M.2    Grenouillet, G.3    Lek, S.4
  • 47
    • 79251597830 scopus 로고    scopus 로고
    • Self-organizing map in matlab: the SOM toolbox. In: Proceedings of the Matlab DSP Conference 1999. The toolbox is available via: (accessed 24.02.10).
    • Vesanto, J., Himberg, J., Alhoniemi, E., Parhankangas, J., 1999. Self-organizing map in matlab: the SOM toolbox. In: Proceedings of the Matlab DSP Conference 1999. pp. 35-40. The toolbox is available via: (accessed 24.02.10). http://www.cis.hut.fi/projects/somtoolbox/.
    • (1999) , pp. 35-40
    • Vesanto, J.1    Himberg, J.2    Alhoniemi, E.3    Parhankangas, J.4
  • 49
    • 79251600733 scopus 로고    scopus 로고
    • Data Exploration Process Based on the Self-Organizing Map. Doctoral thesis, Helsinki University of Technology, Finland.
    • Vesanto J., 2002. Data Exploration Process Based on the Self-Organizing Map. Doctoral thesis, Helsinki University of Technology, Finland.
    • (2002)
    • Vesanto, J.1
  • 50
    • 54049085061 scopus 로고    scopus 로고
    • Improvement of load-following capacity based on the flame radiation intensity signal in a power plant
    • Wang F., Huang Q., Liu D., Yan J., Cen K. Improvement of load-following capacity based on the flame radiation intensity signal in a power plant. Energy Fuels 2008, 22:1731-1738.
    • (2008) Energy Fuels , vol.22 , pp. 1731-1738
    • Wang, F.1    Huang, Q.2    Liu, D.3    Yan, J.4    Cen, K.5


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