Title :
Migration based parallel differential evolution learning in Asymmetric Subsethood Product Fuzzy Neural Inference System :A simulation study
Author :
Singh, Lotika ; Kumar, Satish
Author_Institution :
Dayalbagh Educ. Inst., Agra
Abstract :
This paper presents a detailed study on the various parameters of an island model based differential evolution learning scheme in asymmetric subsethood product fuzzy neural inference system (ASuPFuNIS). The systematic experimental study of the migration size, migration interval coupled with an in depth view of the diversity on each island leads to a better understanding of the algorithm. In the course of studying the effects of parameters some significant performance changes were observed on a standard benchmark function approximation problem.
Keywords :
evolutionary computation; fuzzy neural nets; inference mechanisms; learning (artificial intelligence); asymmetric subsethood product fuzzy neural inference system; island model based differential evolution learning; migration based parallel differential evolution learning; Application software; Computer science; Cost function; Evolutionary computation; Function approximation; Fuzzy neural networks; Fuzzy sets; Fuzzy systems; Inference algorithms; Physics;
Conference_Titel :
Evolutionary Computation, 2007. CEC 2007. IEEE Congress on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-1339-3
Electronic_ISBN :
978-1-4244-1340-9
DOI :
10.1109/CEC.2007.4424665