Title :
"ANFIS" Neuro-Fuzzy Modeling of a Pneumatic Leak Testing System
Author :
Lameda, Carlos ; Volcanes, Alexander ; Arteaga, Francisco J. ; Rodríguez, Johel
Author_Institution :
Electronic Engineering Department, Universidad Nacional Experimental Politécnico, UNEXPO, Barquisi meto, Venezuela (e-mail: carloslameda@telcel.net.ve).
Abstract :
The Neuro-Fuzzy modeling research of a pneumatic leak testing system based on the construction of a series of models built from data generated using a mathematical model of the system is presented. Sub-problems related with fuzzy modeling such as structure specification, parameter estimation and model evaluation were analyzed. Many alternatives were tested and compared. The model selected can predict the internal pressure in the object to be tested with a little RMS error and achieve an optimal balance between prediction accuracy and model complexity, based on statistical information criteria.
Keywords :
Computer errors; Fuzzy logic; Fuzzy sets; Fuzzy systems; Input variables; Mathematical model; Neural networks; Parameter estimation; Predictive models; System testing;
Conference_Titel :
Decision and Control, 2005 and 2005 European Control Conference. CDC-ECC '05. 44th IEEE Conference on
Print_ISBN :
0-7803-9567-0
DOI :
10.1109/CDC.2005.1582687