APPLICATION OF A MULTILAYERED NEURAL-NETWORK TO SYSTEM-IDENTIFICATION

被引:3
作者
FU, CS
POCH, M
机构
[1] Unitat d’Enginyeria Química, Universitat Autònoma de Barcelona, Barcelona, 08193, Bellaterra
关键词
Multilayered neural networks - Neural network method - Neural network parameters - Real-world - Wastewater treatment process;
D O I
10.1080/00207729308949583
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A study on the application of the neural network method to estimate chemical oxygen demand (COD) in a wastewater treatment process is introduced after presenting the back propagation algorithm, one of the most typical algorithms of neural networks, in detail. Several types of simulation have been tried in order to select suitable neural network parameters. The results of simulation to estimate real sampling COD data for a specific real-world wastewater treatment process shows that our method is promising.
引用
收藏
页码:1601 / 1609
页数:9
相关论文
共 10 条
[1]  
BECK MB, 1989, DYNAMIC MODELING EXP, P261
[2]  
BRRON JJ, 1989, BYTE, V14, P363
[3]  
DENKER J, 1986, AIP C P NEURAL NETWO
[4]   NEURAL NETWORKS AND PHYSICAL SYSTEMS WITH EMERGENT COLLECTIVE COMPUTATIONAL ABILITIES [J].
HOPFIELD, JJ .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA-BIOLOGICAL SCIENCES, 1982, 79 (08) :2554-2558
[5]  
KONEN T, 1984, SELF ORG ASS MEMORY
[6]   DYNAMIC MODELING OF WASTE-WATER TREATMENT PROCESSES - ITS CURRENT STATUS [J].
LESSARD, P ;
BECK, MB .
ENVIRONMENTAL SCIENCE & TECHNOLOGY, 1991, 25 (01) :30-39
[7]  
MARSILILIBELLI S, 1989, ADV BIOCHEM ENG, V38, P103
[8]  
McClelland J. L., 1986, PARALLEL DISTRIBUTED, V1
[9]  
PSALTIS D, 1988, IEEE CONTROL SYS APR, P17
[10]  
Xu Yaoling, 1991, Acta Automatica Sinica, V17, P91