A pipelined recurrent fuzzy model for real-time analysis of lung sounds

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dc.contributor.author Mastorocostas, Paris A.
dc.contributor.author Stavrakoudis, Dimitris
dc.contributor.author Theoharis, John
dc.date.accessioned 2015-06-26T11:40:12Z
dc.date.available 2015-06-26T11:40:12Z
dc.date.issued 2008-12
dc.identifier.issn 0952-1976
dc.identifier.other http://www.sciencedirect.com/science/article/pii/S0952197608000146?np=y el
dc.identifier.uri http://apothesis.teicm.gr/xmlui/handle/123456789/1536
dc.description.abstract This paper presents a recurrent fuzzy-neural filter that performs the task of separation of lung sounds, obtained from patients with pulmonary pathology. The filter is a pipelined Takagi–Sugeno–Kang recurrent fuzzy network, consisting of a number of modules interconnected in a cascaded form. The participating modules are implemented through recurrent fuzzy neural networks with internal dynamics. The structure of the modules is evolved sequentially from input–output data. Extensive experimental results, regarding the lung sound category of crackles, are given, and a performance comparison with a series of other fuzzy and neural filters is conducted, underlining the separation capabilities of the proposed filter. en
dc.format.extent 8 el
dc.language.iso en el
dc.rights Attribution-NonCommercial-NoDerivatives 4.0 Διεθνές *
dc.rights.uri http://creativecommons.org/licenses/by-nc-nd/4.0/ *
dc.title A pipelined recurrent fuzzy model for real-time analysis of lung sounds en
dc.type Άρθρο σε επιστημονικό περιοδικό el
dc.identifier.doi 10.1016/j.engappai.2008.01.001
dc.publication.category Απαγόρευση δημοσίευσης - Βιβλιογραφική αναφορά el
dc.relation.journal Engineering Applications of Artificial Intelligence;Vol. 21, Iss. 8
dc.subject.keyword Recurrent fuzzy-neural network el
dc.subject.keyword Modular network el
dc.subject.keyword Dynamic fuzzy inference el
dc.subject.keyword System identification el
dc.subject.keyword Structure learning el
dc.subject.keyword Separation of lung sounds el


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Attribution-NonCommercial-NoDerivatives 4.0 Διεθνές Except where otherwise noted, this item's license is described as Attribution-NonCommercial-NoDerivatives 4.0 Διεθνές