Back to Search Start Over

Studying Fitting Effect by ANFIS in the Electrodialysis Process

Authors :
Quan Zhou
Wen Ting Du
Song Tao Li
Guo Lin Jing
Source :
Advanced Materials Research. :336-339
Publication Year :
2011
Publisher :
Trans Tech Publications, Ltd., 2011.

Abstract

Fuzzy system is known to predict model in the electrodialysis process. This paper aimed to study fitting effect by ANFIS in a laboratory scale ED cell. Separation percent of NaCl solution is mainly as a function of concentration, temperature, flow rate and voltage. Besides, ANFIS(Adaptive Neuro-Fuzzy Inference System) based on Sugeno fuzzy model, its structure was similar to neural network and could generate fuzzy rules automatically, using the error back propagation algorithm and least square method to adjust the parameters of fuzzy inference system. We obtained fitted values of separation percent by ANFIS. Separation percent from experiments compared with the fitted values of separation percent. The result is shown that the correlation coefficient is 0.988. Therefore, it is verified as a good performance in the electrodialysis process.

Details

ISSN :
16628985
Database :
OpenAIRE
Journal :
Advanced Materials Research
Accession number :
edsair.doi...........3c0cf1782a86d2d286cd8b0754d04061
Full Text :
https://doi.org/10.4028/www.scientific.net/amr.268-270.336