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A defuzzification based new algorithm for the design of Mamdani-type fuzzy controllers
dc.contributor.author | Saade, J.J. |
dc.date.accessioned | 2007-09-26T13:32:29Z |
dc.date.available | 2007-09-26T13:32:29Z |
dc.date.issued | 2000 |
dc.identifier.issn | 1134-5632 |
dc.identifier.uri | http://hdl.handle.net/2099/3574 |
dc.description.abstract | This paper presents a new learning algorithm for the design of Mamdani-type or fully-linguistic fuzzy controllers based on available input-output data. It relies on the use of a previously introduced parametrized defuzzification strategy. The learning scheme is supported by an investigated property of the defuzzification method. In addition, the algorithm is tested by considering a typical non-linear function that has been adopted in a number of published research articles. The test stresses on data-fitting, function shape representation, noise insensitivity and generalization capability. The results are compared with those obtained using neuro-fuzzy and other fuzzy system design approaches. |
dc.format.extent | 159-173 |
dc.language.iso | eng |
dc.publisher | Universitat Politècnica de Catalunya. Secció de Matemàtiques i Informàtica |
dc.relation.ispartof | Mathware & soft computing . 2000 Vol. 7 Núm. 2 [ -3 ] |
dc.rights | Reconeixement-NoComercial-CompartirIgual 3.0 Espanya |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/3.0/es/ |
dc.subject.other | Learning algorithm |
dc.subject.other | Mamdani-type fuzzy controllers |
dc.title | A defuzzification based new algorithm for the design of Mamdani-type fuzzy controllers |
dc.type | Article |
dc.subject.lemac | Sistemes de control |
dc.subject.lemac | Aprenentatge automàtic -- Algorismes |
dc.subject.lemac | Controladors programables |
dc.subject.ams | Classificació AMS::93 Systems Theory; Control::93C Control systems, guided systems |
dc.rights.access | Open Access |
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