Research on MISO Fuzzy Neural Network and its Application

被引:0
|
作者
Han, Hong-gui [1 ]
Qiao, Jun-fei [1 ]
Ruan, Xiao-gang [1 ]
机构
[1] Beijing Univ Technol, Coll Elect & Control Engn, Beijing 100022, Peoples R China
关键词
MISO fuzzy neural algorithm; wastewater treatment process; dissolved oxygen; algorithm analyses;
D O I
10.1109/WCICA.2008.4593781
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a MISO fuzzy neural network algorithm is presented. This algorithm consists of the excellences of fuzzy algorithm and neural network algorithm. In the parameter learning phase it changes the parameters based on the Lyapunov stability theory to ensure the stability. Meanwhile, it didn't need to seek the whole minimum value when it modifies the parameters. So the algorithm can reach the stability result more quickly than the conventional fuzzy neural algorithm. The analyses of theory prove the stability of the algorithm. Then we use this algorithm to control the dissolved oxygen in wastewater treatment process, and compares with the conventional fuzzy neural algorithm. The results of simulations show the superiority of this algorithm and nicer robustness in the process.
引用
收藏
页码:5233 / 5237
页数:5
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