Publication
Single and multi-objective genetic programming design for B-spline neural networks and neuro-fuzzy systems
| dc.contributor.author | Cabrita, Cristiano Lourenço | |
| dc.contributor.author | Ruano, Antonio | |
| dc.contributor.author | Fonseca, C. M. | |
| dc.date.accessioned | 2013-02-04T15:10:34Z | |
| dc.date.available | 2013-02-04T15:10:34Z | |
| dc.date.issued | 2001 | |
| dc.date.updated | 2013-01-28T09:20:33Z | |
| dc.description.abstract | The design phase of B-spline neural networks and neuro-fuzzy systems is a highly computationally complex task. Existent heuristics, namely the ASMOD algorithm, have been found to be highly dependent on the initial conditions employed. A Genetic Programming approach is proposed, which produces an efficient topology search, obtaining additionally more consistent solutions. The facility to incorporate a multi-objective approach to the GP algorithm is exploited, enabling the designer to obtain better conditioned models, and more adequate for their intended use. | por |
| dc.identifier.citation | Cabrita, C.; Ruano, A. E.; Fonseca, C. M. Single and Multi-Objective Genetic Programming Design for B-Spline Neural Networks and Neuro-Fuzzy Systems, Trabalho apresentado em IFAC Workshop on Advanced Fuzzy-Neural Control (AFNC' 01), In IFAC Workshop on Advanced Fuzzy-Neural Control (AFNC' 01), Valencia, 2001. | por |
| dc.identifier.other | AUT: ARU00698; | |
| dc.identifier.uri | http://hdl.handle.net/10400.1/2211 | |
| dc.language.iso | eng | por |
| dc.peerreviewed | yes | por |
| dc.subject | Constructive algorithms | por |
| dc.subject | B-Splines | por |
| dc.subject | Neuro-fuzzy systems | por |
| dc.subject | Genetic programming | por |
| dc.subject | Single and multi-objective optimization | por |
| dc.title | Single and multi-objective genetic programming design for B-spline neural networks and neuro-fuzzy systems | por |
| dc.type | conference object | |
| dspace.entity.type | Publication | |
| oaire.citation.conferencePlace | Valencia | por |
| oaire.citation.endPage | 6 | por |
| oaire.citation.startPage | 1 | por |
| oaire.citation.title | IFAC Workshop on Advanced Fuzzy-Neural Control (AFNC' 01) | por |
| person.familyName | Cabrita | |
| person.familyName | Ruano | |
| person.givenName | Cristiano Lourenço | |
| person.givenName | Antonio | |
| person.identifier.ciencia-id | FF1E-13A0-A269 | |
| person.identifier.orcid | 0000-0003-4946-0465 | |
| person.identifier.orcid | 0000-0002-6308-8666 | |
| person.identifier.rid | B-4135-2008 | |
| person.identifier.scopus-author-id | 55958626100 | |
| person.identifier.scopus-author-id | 7004284159 | |
| rcaap.rights | restrictedAccess | por |
| rcaap.type | conferenceObject | por |
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