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HomeAdvanced Materials ResearchAdvanced Materials Research Vols. 219-220Computer Simulating Effluent Quality of Vertical...

Computer Simulating Effluent Quality of Vertical Tube Biological Reactor Using Support Vector Machine

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Abstract:

Effluent quality of vertical tube biological reactor (VTBR) was simulated by support vector machine. Average R² of the training set and the test set were used to balance the fitness and the predictive ability of SVR models, and evaluate the general performance of SVR models. Following a special grid search procedure, optimal parameters were determined for these SVR models. Results indicted that these SVR models have good fitness and predictive ability. The developed model may be integrated into an advanced control system for the VTBR using different control strategies with further work. Furthermore, SVR was found to be a useful and promising tool that is worth consideration in the prediction of effluent of wastewater treatment processes.

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Periodical:

Advanced Materials Research (Volumes 219-220)

Pages:

322-326

DOI:

https://doi.org/10.4028/www.scientific.net/AMR.219-220.322

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Online since:

March 2011

Authors:

Jing Zhang, Ji Ti Zhou, Yu Ming Li, Hua Yang

Keywords:

Simulating, Support Vector Machine (SVM), Vertical Tube Biological Reactor, Wastewater Treatment

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© 2011 Trans Tech Publications Ltd. All Rights Reserved

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