An adaptive control method for the dissolved oxygen concentration in wastewater treatment plants

被引:19
|
作者
Lin, Mei-Jin [1 ,2 ]
Luo, Fei [1 ]
机构
[1] S China Univ Technol, Coll Automat Sci & Engn, Guangzhou 510641, Guangdong, Peoples R China
[2] Foshan Univ, Dept Automat, Foshan 528000, Guangdong, Peoples R China
来源
NEURAL COMPUTING & APPLICATIONS | 2015年 / 26卷 / 08期
基金
中国国家自然科学基金;
关键词
Adaptive control; Neural networks (NNs); Dissolved oxygen concentration; Activated sludge process; ACTIVATED-SLUDGE PROCESS; NEURAL-NETWORK CONTROL; FEEDFORWARD-FEEDBACK CONTROL; NN CONTROL; OPERATING COSTS; FUZZY CONTROL; MODEL;
D O I
10.1007/s00521-015-1858-3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The activated sludge process plays a vital role in the treatment of the civil wastewater. In the operation of the activated sludge process, a key variable is dissolved oxygen (DO) concentration. In this paper, a neural nonlinear adaptive control design technique is presented to solve the DO concentration control problem for an uncertain wastewater treatment process. In the controller design, all uncertain dynamics of the wastewater treatment are approximated by using radial basis function neural networks. Then, it is rigorously proved that semiglobal uniform ultimate boundedness of all the closed-loop system signals is guaranteed by the Lyapunov method. Finally, simulation studies are performed to demonstrate the effectiveness of the proposed adaptive controller. Comparing with the existing controllers, simulation results show that a satisfactory performance is obtained using the proposed adaptive controllers.
引用
收藏
页码:2027 / 2037
页数:11
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