周集体

个人信息Personal Information

教授

博士生导师

硕士生导师

性别:男

毕业院校:大连工学院

学位:硕士

所在单位:环境学院

电子邮箱:zjiti@dlut.edu.cn

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

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论文类型:会议论文

发表时间:2011-05-21

收录刊物:EI、CPCI-S、Scopus

卷号:219-220

页面范围:322-+

关键字:simulating; support vector machine; vertical tube biological reactor; wastewater treatment

摘要:Effluent quality of vertical tube biological reactor (VTBR) was simulated by support vector machine. Average R-2 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.