TY - GEN
T1 - Evolutionary optimization of interval type-2 membership functions
AU - Sepúlveda, Roberto
AU - Castillo, Oscar
AU - Melin, Patricia
AU - Montiel, Oscar
PY - 2006
Y1 - 2006
N2 - Uncertainty is an inherent part in controllers used for real-world applications. The use of new methods for handling incomplete information is of fundamental importance in engineering applications. We simulated the effects of uncertainty produced by the instrumentation elements in type-1 and type-2 fuzzy logic controllers to perform a comparative analysis of the systems' response, in the presence of uncertainty. We are presenting an innovative idea to optimize interval type-2 membership functions, we are showing comparative results of the optimized proposed method. We found that the optimized membership functions for the inputs of a type-2 system increases the performance of the system for high noise levels.
AB - Uncertainty is an inherent part in controllers used for real-world applications. The use of new methods for handling incomplete information is of fundamental importance in engineering applications. We simulated the effects of uncertainty produced by the instrumentation elements in type-1 and type-2 fuzzy logic controllers to perform a comparative analysis of the systems' response, in the presence of uncertainty. We are presenting an innovative idea to optimize interval type-2 membership functions, we are showing comparative results of the optimized proposed method. We found that the optimized membership functions for the inputs of a type-2 system increases the performance of the system for high noise levels.
KW - Evolutionary algorithm
KW - Fuzzy control
KW - Interval type-2 fuzzy logic
UR - http://www.scopus.com/inward/record.url?scp=84866120155&partnerID=8YFLogxK
M3 - Contribución a la conferencia
AN - SCOPUS:84866120155
SN - 9781932415988
T3 - Proceedings of the 2006 International Conference on Artificial Intelligence, ICAI'06
SP - 558
EP - 564
BT - Proceedings of the 2006 International Conference on Artificial Intelligence, ICAI'06
T2 - 2006 International Conference on Artificial Intelligence, ICAI'06
Y2 - 26 June 2006 through 29 June 2006
ER -