Prediction of higher heating value of biomass materials based on proximate analysis using gradient boosted regression trees method

作者: Seyed Hashem Samadi , Barat Ghobadian , Mohsen Nosrati

DOI: 10.1080/15567036.2019.1630521

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摘要: … The results show that the created GBRT model for biomass HHV prediction was better than literature models based on data mining tools (genetic programming and artificial neural …

参考文章(36)
Nitipong Soponpongpipat, Dussadeeporn Sittikul, Unchana Sae-Ueng, Higher heating value prediction of torrefaction char produced from non-woody biomass Frontiers in energy. ,vol. 9, pp. 461- 471 ,(2015) , 10.1007/S11708-015-0377-3
A.J. Callejón-Ferre, J. Carreño-Sánchez, F.J. Suárez-Medina, J. Pérez-Alonso, B. Velázquez-Martí, Prediction models for higher heating value based on the structural analysis of the biomass of plant remains from the greenhouses of Almería (Spain) Fuel. ,vol. 116, pp. 377- 387 ,(2014) , 10.1016/J.FUEL.2013.08.023
Juliana G. Pohlmann, Eduardo Osório, Antônio C.F. Vilela, María Antónia Diez, Angeles G. Borrego, Integrating physicochemical information to follow the transformations of biomass upon torrefaction and low-temperature carbonization Fuel. ,vol. 131, pp. 17- 27 ,(2014) , 10.1016/J.FUEL.2014.04.067
J.M. Vargas-Moreno, A.J. Callejón-Ferre, J. Pérez-Alonso, B. Velázquez-Martí, A review of the mathematical models for predicting the heating value of biomass materials Renewable and Sustainable Energy Reviews. ,vol. 16, pp. 3065- 3083 ,(2012) , 10.1016/J.RSER.2012.02.054
P.M Lv, Z.H Xiong, J Chang, C.Z Wu, Y Chen, J.X Zhu, An experimental study on biomass air-steam gasification in a fluidized bed. Bioresource Technology. ,vol. 95, pp. 95- 101 ,(2004) , 10.1016/J.BIORTECH.2004.02.003
A.A. Tortosa Masiá, B.J.P. Buhre, R.P. Gupta, T.F. Wall, Characterising ash of biomass and waste Fuel Processing Technology. ,vol. 88, pp. 1071- 1081 ,(2007) , 10.1016/J.FUPROC.2007.06.011
S. B. Ghugare, S. Tiwary, V. Elangovan, S. S. Tambe, Prediction of Higher Heating Value of Solid Biomass Fuels Using Artificial Intelligence Formalisms Bioenergy Research. ,vol. 7, pp. 681- 692 ,(2014) , 10.1007/S12155-013-9393-5
D. Vamvuka, E. Kakaras, E. Kastanaki, P. Grammelis, Pyrolysis characteristics and kinetics of biomass residuals mixtures with lignite Fuel. ,vol. 82, pp. 1949- 1960 ,(2003) , 10.1016/S0016-2361(03)00153-4
Changdong Sheng, J.L.T. Azevedo, Estimating the higher heating value of biomass fuels from basic analysis data Biomass & Bioenergy. ,vol. 28, pp. 499- 507 ,(2005) , 10.1016/J.BIOMBIOE.2004.11.008
Weidong Zhang, Shufen Yuan, Ning Hu, Yilai Lou, Silong Wang, Predicting soil fauna effect on plant litter decomposition by using boosted regression trees. Soil Biology & Biochemistry. ,vol. 82, pp. 81- 86 ,(2015) , 10.1016/J.SOILBIO.2014.12.016