期刊文献+

基于WaveARX神经网络的间歇过程工况监测 被引量:2

Batch Process Monitoring Based on WaveARX Neural Network
下载PDF
导出
摘要 研究利用WaveARX神经网络构造间歇过程的非参数化逼近模型,在分析其逼近偏差的基础上提出一种非线性次优滤波器设计方法,用于间歇过程的工况监测。实例仿真研究证实了该方法的可行性和有效性。 A means to approximate the real batch process based on WaveARX neural network was studied. After a nonparametric approximate model was constructed, a nonlinear suboptimal filter was designed to generate the residuals for fault detection based on the analysis of the upper bound approximate error. The application result has proved the feasibility and effectiveness of the method.
出处 《控制与决策》 EI CSCD 北大核心 1998年第2期151-155,共5页 Control and Decision
基金 国家自然科学基金
关键词 神经网络 间歇过程 工况监测 离散系统 wavelet transform, neural network, suboptimal filter, batch process, process monitoring
  • 相关文献

参考文献3

  • 1Man K Y,Comput Chem Eng,1996年,20卷,S593页
  • 2Chen J,Ind Eng Chem,1995年,34卷,4420页
  • 3居余马,线性代数,1995年,269页

同被引文献9

  • 1QIN S J, BADGWELL T A. A survey of industrial model predictive control technology [ J ]. Control Engineering Practice,2003, 11 (5): 733-764.
  • 2ZHAO Zhong, XIA X, WANG J, et al. Nonlinear dynamic matrix control based on multiple operating models [ J]. Journal of Process Control, 2003, 13(1): 41-56.
  • 3FRUZETTI K P, PALAZOGLU A, MCDONALD K A. Nonlinear predictive control using Hammerstein models[J]. Journal of Process Control, 1997, 7(1): 31-41.
  • 4CERVANTES A L, AGAMENNONI O E, FIGUREROA J L. A nonlinear model predictive control system based on Wiener piecewise linear models[J]. Journal of Process Control, 2003,13(5): 655-666.
  • 5NAKAMURA M, GOTO S, SUGI T. A methodology for designing controllers for industrial systems based on nonlinear separation model and control [ J]. Control Engineering Practice,1999, 7(2) :347-356.
  • 6MORARI M, ZAFIRIOU E. Robust Process Control[M]. New York: Prentice Hall, 1989.
  • 7RAWLINGS J B. Tutorial overview of model predictive control[J]. IEEE Control Systems Magazine, 2000,. 20(1):38-52.
  • 8李庆国,冯玉珠,佟绍成,柴天佑.基于神经网络的非线性系统故障检测及容错控制方法[J].信息与控制,1998,27(6):440-445. 被引量:12
  • 9周川,吴晓蓓,陈庆伟,胡维礼,周雨.一类基于非线性状态观测器的鲁棒故障检测[J].信息与控制,2000,29(4):397-303. 被引量:5

引证文献2

二级引证文献9

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