A block-diagonal recurrent fuzzy neural network for system identification
dc.contributor.author | Mastorocostas, Paris A. | |
dc.contributor.author | Hilas, Constantinos S. | |
dc.date.accessioned | 2015-06-24T10:16:27Z | |
dc.date.accessioned | 2024-09-27T18:12:23Z | |
dc.date.available | 2015-06-24T10:16:27Z | |
dc.date.available | 2024-09-27T18:12:23Z | |
dc.date.issued | 2009-10-01 | |
dc.description.abstract | A recurrent fuzzy neural network with internal feedback is suggested in this paper. The network is entitled dynamic block-diagonal fuzzy neural network (DBD-FNN), and constitutes a generalized Takagi-Sugeno-Kang fuzzy system, where the consequent parts of the fuzzy rules are small Block-Diagonal Recurrent Neural Networks. The proposed model is applied to a benchmark identification problem, where a dynamic system is to be identified. Additionally, an application of the proposed model to the problem of the analysis of lung sounds is presented. Particularly, a filter based on the DBD-FNN is developed, trained with the RENNCOM method. Extensive experimental and simulation results are given and performance comparisons with a series of other models are conducted, highlighting the modeling characteristics of DBD-FNN as an identification tool and the effectiveness of the proposed separation filter. | en |
dc.format.extent | 11 | el |
dc.identifier.doi | 10.1007/s00521-008-0196-0 | |
dc.identifier.issn | 1433-3058 | |
dc.identifier.other | http://link.springer.com/article/10.1007/s00521-008-0196-0 | el |
dc.identifier.uri | https://repository2024.ihu.gr/handle/123456789/1439 | |
dc.language.iso | en | el |
dc.publication.category | Απαγόρευση δημοσίευσης - Βιβλιογραφική αναφορά | el |
dc.relation.journal | Neural Computing and Applications;Vol. 18, Iss. 7 | |
dc.rights | Attribution-NonCommercial-NoDerivatives 4.0 Διεθνές | * |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/4.0/ | * |
dc.subject.keyword | Block-diagonal recurrent fuzzy-neural network | el |
dc.subject.keyword | Internal feedback | el |
dc.subject.keyword | System identification | el |
dc.subject.keyword | Separation of lung sounds | el |
dc.title | A block-diagonal recurrent fuzzy neural network for system identification | en |
dc.type | Άρθρο σε επιστημονικό περιοδικό | el |
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