TY - GEN
T1 - Invertible singleton fuzzy models
T2 - 12th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2015
AU - Canelon, Miguel Ramirez
AU - Morles, Eliezer Colina
AU - Lozada, Mariela Cerrada
N1 - Publisher Copyright:
© 2015 IEEE.
PY - 2016/1/13
Y1 - 2016/1/13
N2 - This paper presents an identification approach based on invertible singleton fuzzy models in order to implement a control system for a progressive cavity pump-based petroleum production system, by using the inverse model control scheme. The identification proposal uses input-output process variables measurements and an off-line genetic algorithm, which is designed for guarantying the analytical calculation of the inverse model. Regarding the application of the genetic algorithm, three selection methods are evaluated: tournament selection, roulette wheel selection and linear rank selection. Once the fuzzy singleton model is identified, the controller design is a straightforward procedure. Computer simulations show the potential application of this kind of model in real industrial control processes.
AB - This paper presents an identification approach based on invertible singleton fuzzy models in order to implement a control system for a progressive cavity pump-based petroleum production system, by using the inverse model control scheme. The identification proposal uses input-output process variables measurements and an off-line genetic algorithm, which is designed for guarantying the analytical calculation of the inverse model. Regarding the application of the genetic algorithm, three selection methods are evaluated: tournament selection, roulette wheel selection and linear rank selection. Once the fuzzy singleton model is identified, the controller design is a straightforward procedure. Computer simulations show the potential application of this kind of model in real industrial control processes.
KW - Singleton fuzzy models
KW - genetic algorithm
KW - inversion of fuzzy models
KW - progressive cavity pumps
UR - http://www.scopus.com/inward/record.url?scp=84966601941&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84966601941&partnerID=8YFLogxK
U2 - 10.1109/FSKD.2015.7382001
DO - 10.1109/FSKD.2015.7382001
M3 - Conference contribution
AN - SCOPUS:84966601941
T3 - 2015 12th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2015
SP - 547
EP - 552
BT - 2015 12th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2015
A2 - Tang, Zhuo
A2 - Du, Jiayi
A2 - Yin, Shu
A2 - Li, Renfa
A2 - He, Ligang
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 15 August 2015 through 17 August 2015
ER -