期刊文献+

基于径向基函数神经网络的污水生物处理模拟 被引量:1

Simulation of Biological Wastewater Treatment Based on Radial Basis Function Neural Network
下载PDF
导出
摘要 针对复杂的非线性污水生物处理过程,开发了径向基函数的人工神经网络模型,并用实测污水厂进、出水数据进行模拟。采用最近邻聚类学习算法确定径向基函数的宽度、聚类中心和权值。其中神经网络的输入为进水水质和控制参数等5个影响因子,网络输出为COD或TN。结果表明,用径向基函数神经网络模拟污水生物处理拟合性好,出水COD和TN达到预期的模拟精度。
出处 《计算机系统应用》 2006年第12期51-53,58,共4页 Computer Systems & Applications
  • 相关文献

参考文献5

二级参考文献36

  • 1Tay J H, Xiyue Zhang. A fast predicting neural fuzzy model for highrate anaerobic wastewater treatment system. War Res, 2000, 34( 11 ) : 2849 -2860.
  • 2Andrea G, Capodaglio Harold V, Jones Vladimir Novomy, Xin Feng.Sludge bulking analysis and forecasting: application of system identification and artificial neural computing technologies. Wat Res, 1991,25(10) : 1217- 1224.
  • 3Belanche L. Prediction of the bulking phenomenon in wastewater treatment plants, Artificial Intelligence in Engineering, 2000, 14 : 307-317.
  • 4Glenda M, Pigram. Use of neural network models to predict industrial bioreaetor effluent quality. Environ Sci Technol, 2001,35( 1 ) : 157 -162.
  • 5A Karama, O Bernard, J L Gouze, A Benhammou, D Dochain. Hybrid neural modeling of an anaerobic digester with respect to biological constraints. Wat Sic Tech, 2001,43(7) : 1 -8.
  • 6Martin Cote, Bernard P A, Grandjean, Paul Lessard, Jules Thibault.Dynamic modeling of the activated sludge process: improving prediction using neural networks. Wat Res, 1995, 29(4) : 995 - 1004.
  • 7Jean-philippe Steyer, Damien Rolland, Jean-Claude Bouvier, Rene Moletta. Hybrid fuzzy neural network for diagnosis-application to the anaerobic treatment of wine distillery wastewater in a fluidized bed reactor. War Sic Tech, 1997, 36(6-7):209-217.
  • 8M Bongards. Improving the efficiency of a wastewater treatment plant by fuzzy control and neural networks, War Sic Tech, 2001,43(11):189-196.
  • 9Wen Chien-Hsien. Applying hybrid artificial intelligence technigues in wastewater treatment. Engineering Applications of Artificial Intelligence, 1998, 11:685--705.
  • 10Y G Du, R D Tyagi, R Bhamidimarri. Use of fuzzy neural-net model for rule generation of activated sludge process. Process Biochemistry,1999, 35:77-83.

共引文献157

同被引文献6

引证文献1

二级引证文献10

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部