Title :
Exploration of Transformations between Fuzzy and Evolutionary Techniques
Author :
Fialho, A.R.S. ; de Andrade, M.T.C. ; Caversan, F.L.
Author_Institution :
Polytech. Sch. of Univ. of Sao Paulo, Sao Paulo
Abstract :
This work addressed a search and validation of transformations between the Fuzzy Computing and the Evolutionary Computing domains, which are useful for hybrid systems development in which both methodologies skills can be used in a more intrinsic way, transforming fuzzy elements into evolutionary elements and vice-versa. To validate such transformations, an entire fuzzy knowledge base of a mobile robot controller was designed and further tuned through a genetic algorithm, and the results were presented. With the developed approach, it also became possible to add new behaviors to an existent controller, which can be useful when new situations need to be handled.
Keywords :
control system synthesis; fuzzy control; fuzzy reasoning; genetic algorithms; mobile robots; search problems; evolutionary computing; fuzzy computing; fuzzy knowledge base; genetic algorithm; hybrid systems development; mobile robot controller design; search problem; Algorithm design and analysis; Automatic control; Fuzzy control; Fuzzy logic; Fuzzy systems; Genetic algorithms; Intelligent systems; Knowledge engineering; Mobile robots; Robot control;
Conference_Titel :
Intelligent Systems Design and Applications, 2007. ISDA 2007. Seventh International Conference on
Conference_Location :
Rio de Janeiro
Print_ISBN :
978-0-7695-2976-9
DOI :
10.1109/ISDA.2007.29