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Audio Effects Emulation with Neural Networks

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Audio Effects Emulation with Neural Networks

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dc.contributor.advisor Carrascosa Casamayor, Carlos es_ES
dc.contributor.author DEL TEJO CATALA, OMAR es_ES
dc.date.accessioned 2017-10-05T18:14:22Z
dc.date.available 2017-10-05T18:14:22Z
dc.date.created 2017-09-15
dc.date.issued 2017-10-05 es_ES
dc.identifier.uri http://hdl.handle.net/10251/88860
dc.description.abstract [EN] This paper discusses if using Neural Networks we can develop model which emulates audio effects and also if it can stand up to traditional audio effect emulators. This report includes the comparison of the performance between Recurrent Neural Networks such as Long Short Term Memory and Gated Recurrent Unit, and also Convolutional Neural Networks. This paper also checks if the best performing network, dealing with a online stream of inputs, can produce its outputs without a significant delay, as the ones of traditional audio effect emulators. The networks were trained to emulate an EQ effect. The results compared the audio produced by the network with the audio we want the network to produce, which is the audio modified by the EQ. These results were compared quantitatively, calculating the absolute difference between the two audio and comparing the frequency spectrum; and qualitatively, checking if people could hear both audios as the same one. Long Short Term Memory turned out to be the ones which achieved the best results. However, they could not produce a stream of outputs without a significant delay nor an acceptable error. es_ES
dc.format.extent 28 es_ES
dc.language Inglés es_ES
dc.rights Reserva de todos los derechos es_ES
dc.subject Dynamic RNN es_ES
dc.subject NN es_ES
dc.subject Audio effect emulation es_ES
dc.subject Red Neuronal es_ES
dc.subject Emulación de efectos es_ES
dc.subject Red neuronal recurrente dinámica. es_ES
dc.subject.classification LENGUAJES Y SISTEMAS INFORMATICOS es_ES
dc.subject.other Grado en Ingeniería Informática-Grau en Enginyeria Informàtica es_ES
dc.title Audio Effects Emulation with Neural Networks es_ES
dc.type Proyecto/Trabajo fin de carrera/grado es_ES
dc.rights.accessRights Abierto es_ES
dc.contributor.affiliation Universitat Politècnica de València. Escola Tècnica Superior d'Enginyeria Informàtica es_ES
dc.contributor.affiliation Universitat Politècnica de València. Departamento de Sistemas Informáticos y Computación - Departament de Sistemes Informàtics i Computació es_ES
dc.description.bibliographicCitation Del Tejo Catala, O. (2017). Audio Effects Emulation with Neural Networks. http://hdl.handle.net/10251/88860. es_ES
dc.description.accrualMethod TFGM es_ES
dc.relation.pasarela 66757 es_ES


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