A Multigene Genetic Programming approach for modeling effect of particle size in a liquid-solid circulating fluidized bed reactor

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@Article{RAZZAK:2018:CERD,

• author = "Shaikh A. Razzak and Shafiullah A. Hossain and Syed M. Rahman and Mohammad M. Hossain and Jesse Zhu",
• title = "A Multigene Genetic Programming approach for modeling effect of particle size in a liquid-solid circulating fluidized bed reactor",
• journal = "Chemical Engineering Research and Design",
• volume = "134",
• pages = "370--381",
• year = "2018",
• keywords = "genetic algorithms, genetic programming, Solid holdups, Hydrodynamics, Superficial liquid velocity",
• ISSN = "0263-8762",
• DOI = "doi:10.1016/j.cherd.2018.04.021",
• URL = "http://www.sciencedirect.com/science/article/pii/S0263876218301953",
• abstract = "This communication presents the application of Multigene Genetic Programming, a new soft computing technique to investigate the effects of particle size on hydrodynamics behavior of a liquid-solid circulating fluidized bed (LSCFB) riser. The Multigene Genetic Programming based model is developed/trained based on experimental data collected from a pilot scale LSCFB reactor using two different size glass beads (500 & 1200 ) as solid phase and water as liquid phase. The trained Genetic Programming model successfully predicted experimental phase holdups of the LSCFB riser under different operating parameters. It is observed that the model predicted cross-sectional average of solids holdups in the axial directions and radial flow structure are well agreement with the experimental values. The statistical performance indicators including the mean absolute error (a 5.89percent) and the correlation coefficient (a 0.982) also show favorable indications of the suitability of Genetic Programming modeling approach in predicting the solids holdup of the LSCFB system",
• keywords = "genetic algorithms, genetic programming, Solid holdups, Hydrodynamics, Superficial liquid velocity",

}

Genetic Programming entries for Shaikh A Razzak Shafiullah A Hossain Syed M Rahman Mohammad M Hossain Jesse Zhu

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