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BY-NC-ND 3.0 license Open Access Published by De Gruyter Open Access November 29, 2012

C&RT model application in classification of biomass for energy production and environmental protection

Marcin Sajdak EMAIL logo and Olaf Piotrowski
From the journal Open Chemistry


Biomass is most often used to produce energy via its combustion and co-combustion along with conventional energy carriers. The prevalence of this method results from the lack of sufficient facilities that can provide a quick and simple chemical classification method, which would show a broader range of possible applications of biofuel in the energy industry. The aim of this study was the development of novel method of classification allowing for quick determine of the direction of the biomass usage by applying classification and regression models of trees (C&RTs). The proper functioning of a C&RT model is based on a very large database of results collected by the Institute for Chemical Processing of Coal during years of work in this field. The created model may be used as decision tool for grouping various biomass sources with respect to their further application in energy generation.

[1] R. Lehtonen, E. Pahkinen, Practical methods for design and analysis of complex surveys (Wiley & Sons, England, 2004) 10.1002/0470091649Search in Google Scholar

[2] R. Nisbet, J.F. Elder, G. Miner, Handbook of statistical analysis and data mining applications (Academic Press, Amsterdam, 2009) Search in Google Scholar

[3] R.G. Brereton, Book-Applied chemometrics for scientists (Wiley & Sons, Chichester, 2007) in Google Scholar

[4] G. Tao, P. Geladi, T.A. Lestander, S. Xiong, Renewable and Sustainable Energy Reviews 16(5), 3481 (2012) in Google Scholar

[5] G. Tao, P. Geladi, T.A. Lestander, S. Xiong, Renewable and Sustainable Energy Reviews 16(5), 3507 (2012) in Google Scholar

[6] A. Molino, G. Giordano, V. Motola, G. Fiorenza, F. Nanna, G. Braccio, Fuel (In Press), DOI: 10.1016/j.fuel.2012.06.104 10.1016/j.fuel.2012.06.104Search in Google Scholar

[7] A.V. Bridgwater, Pyrolysis and Gasification of Biomass and Waste: Proceedings of an Expert Meeting: Strasbourg, France, 30 September–1 October 2002, (Cpl Press, France, 2003) Search in Google Scholar

[8] D.L. Giltrap, R. McKibbin, G.R.G. Barnes, Solar Energy 74, 85 (2003) in Google Scholar

[9] C. Di Blasi, C. Branca, J. Anal. Appl. Pyrolysis 67, 207 (2003) in Google Scholar

Published Online: 2012-11-29
Published in Print: 2013-2-1

© 2013 Versita Warsaw

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

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