Music recognition algorithm based on T-S cognitive neural network

The main task of music recognition is to acquire relevant information of music content through processing and feature extraction of audio signals, and then used for comparison, classification, and automatic recording. The cognitive neural network based on T-S model is used to train the network weigh...

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Autor principal:	Yan Fei
Formato:	article
Lenguaje:	EN
Publicado:	De Gruyter 2019
Materias:	t-s cognitive neural network music recognition Neurosciences. Biological psychiatry. Neuropsychiatry RC321-571
Acceso en línea:	https://doaj.org/article/b3d6a21b4d3347a98a9de43671b997bf
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id	oai:doaj.org-article:b3d6a21b4d3347a98a9de43671b997bf
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spelling	oai:doaj.org-article:b3d6a21b4d3347a98a9de43671b997bf2021-12-05T14:11:04ZMusic recognition algorithm based on T-S cognitive neural network2081-693610.1515/tnsci-2019-0023https://doaj.org/article/b3d6a21b4d3347a98a9de43671b997bf2019-04-01T00:00:00Zhttps://doi.org/10.1515/tnsci-2019-0023https://doaj.org/toc/2081-6936The main task of music recognition is to acquire relevant information of music content through processing and feature extraction of audio signals, and then used for comparison, classification, and automatic recording. The cognitive neural network based on T-S model is used to train the network weights with improved genetic algorithm in the paper. The strategy of membership function parameter adjustment is combined with the combination of momentum method and learning rate adaptive adjustment. The new proposed algorithm can be used in the music recognition algorithm by adding a compensation factor related to the input dimension on the membership degree, and the experimental result of the rule disaster caused by the excessive input dimension shows that the new proposed method can be applied to the music recognition system. At the same time, it shows that the accuracy rate of the recognition network is more accurate than that of the other algorithms, and its robustness is better.Yan FeiDe Gruyterarticlet-scognitive neural networkmusic recognitionNeurosciences. Biological psychiatry. NeuropsychiatryRC321-571ENTranslational Neuroscience, Vol 10, Iss 1, Pp 135-140 (2019)
institution	DOAJ
collection	DOAJ
language	EN
topic	t-s cognitive neural network music recognition Neurosciences. Biological psychiatry. Neuropsychiatry RC321-571
spellingShingle	t-s cognitive neural network music recognition Neurosciences. Biological psychiatry. Neuropsychiatry RC321-571 Yan Fei Music recognition algorithm based on T-S cognitive neural network
description	The main task of music recognition is to acquire relevant information of music content through processing and feature extraction of audio signals, and then used for comparison, classification, and automatic recording. The cognitive neural network based on T-S model is used to train the network weights with improved genetic algorithm in the paper. The strategy of membership function parameter adjustment is combined with the combination of momentum method and learning rate adaptive adjustment. The new proposed algorithm can be used in the music recognition algorithm by adding a compensation factor related to the input dimension on the membership degree, and the experimental result of the rule disaster caused by the excessive input dimension shows that the new proposed method can be applied to the music recognition system. At the same time, it shows that the accuracy rate of the recognition network is more accurate than that of the other algorithms, and its robustness is better.
format	article
author	Yan Fei
author_facet	Yan Fei
author_sort	Yan Fei
title	Music recognition algorithm based on T-S cognitive neural network
title_short	Music recognition algorithm based on T-S cognitive neural network
title_full	Music recognition algorithm based on T-S cognitive neural network
title_fullStr	Music recognition algorithm based on T-S cognitive neural network
title_full_unstemmed	Music recognition algorithm based on T-S cognitive neural network
title_sort	music recognition algorithm based on t-s cognitive neural network
publisher	De Gruyter
publishDate	2019
url	https://doaj.org/article/b3d6a21b4d3347a98a9de43671b997bf
work_keys_str_mv	AT yanfei musicrecognitionalgorithmbasedontscognitiveneuralnetwork
_version_	1718371441258266624

Music recognition algorithm based on T-S cognitive neural network

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