A combination of Genetic Algorithm, Particle Swarm Optimization and Neural Network for palmprint recognition

Basit Öğe Kaydı
dc.contributor.authorAltun, Adem Alpaslan
dc.date.accessioned2020-03-26T18:40:58Z
dc.date.available2020-03-26T18:40:58Z
dc.date.issued2013
dc.departmentSelçuk Üniversitesien_US
dc.description.abstractIn this study, a new approach to the palmprint recognition phase is presented. 2D Gabor filters are used for feature extraction of palmprints. After Gabor filtering, standard deviations are computed in order to generate the palmprint feature vector. Genetic Algorithm-based feature selection is used to select the best feature subset from the palmprint feature set. An Artificial Neural Network (ANN) based on hybrid algorithm combining Particle Swarm Optimization (PSO) algorithm with back-propagation algorithms has been applied to the selected feature vectors for recognition of the persons. Network architecture and connection weights of ANN are evolved by a PSO method, and then, the appropriate network architecture and connection weights are fed into ANN. Recognition rate equal to 96% is obtained by using conjugate gradient descent algorithm.en_US
dc.identifier.doi10.1007/s00521-011-0800-6en_US
dc.identifier.endpageS33en_US
dc.identifier.issn0941-0643en_US
dc.identifier.issn1433-3058en_US
dc.identifier.scopusqualityQ1en_US
dc.identifier.startpageS27en_US
dc.identifier.urihttps://dx.doi.org/10.1007/s00521-011-0800-6
dc.identifier.urihttps://hdl.handle.net/20.500.12395/29134
dc.identifier.volume22en_US
dc.identifier.wosWOS:000323413300003en_US
dc.identifier.wosqualityQ2en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherSPRINGER LONDON LTDen_US
dc.relation.ispartofNEURAL COMPUTING & APPLICATIONSen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.selcuk20240510_oaigen_US
dc.subjectPalmprint recognitionen_US
dc.subjectArtificial Neural Networksen_US
dc.subject2D Gabor filteren_US
dc.subjectParticle Swarm Optimizationen_US
dc.subjectGenetic Algorithmen_US
dc.titleA combination of Genetic Algorithm, Particle Swarm Optimization and Neural Network for palmprint recognitionen_US
dc.typeArticleen_US

Dosyalar

Koleksiyon

WoS İndeksli Yayınlar Koleksiyonu
Scopus İndeksli Yayınlar Koleksiyonu