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An Intelligent Music Production Technology Based on Generation Confrontation Mechanism

In recent years, with the development of deep neural network becoming more and more mature, especially after the proposal of generative confrontation mechanism, academia has made many achievements in the research of image, video and text generation. Therefore, scholars began to use similar attempts...

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Autores principales: Li, Yanjing, Liu, Xinyuan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8853763/
https://www.ncbi.nlm.nih.gov/pubmed/35186065
http://dx.doi.org/10.1155/2022/5083146
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author Li, Yanjing
Liu, Xinyuan
author_facet Li, Yanjing
Liu, Xinyuan
author_sort Li, Yanjing
collection PubMed
description In recent years, with the development of deep neural network becoming more and more mature, especially after the proposal of generative confrontation mechanism, academia has made many achievements in the research of image, video and text generation. Therefore, scholars began to use similar attempts in the research of music generation. Therefore, based on the existing theoretical technology and research work, this paper studies music production, and then proposes an intelligent music production technology based on generation confrontation mechanism to enrich the research in the field of computer music generation. This paper takes the music generation method based on generation countermeasure mechanism as the research topic, and mainly studies the following: after studying the existing music generation model based on generation countermeasure network, a time structure model for maintaining music coherence is proposed. In music generation, avoid manual input and ensure the interdependence between tracks. At the same time, this paper studies and implements the generation method of discrete music events based on multi track, including multi track correlation model and discrete processing. The lakh MIDI data set is studied. On this basis, the lakh MIDI is pre-processed to obtain the LMD piano roll data set, which is used in the music generation experiment of MCT-GAN. When studying the multi track music generation based on generation countermeasure network, this paper studies and analyzes three models, and puts forward the multi track music generation method based on CT-GAN, which mainly improves the existing music generation model based on GAN. Finally, the generation results of MCT-GAN are compared with those of Muse-GAN, so as to reflect the improvement effect of MCT-GAN. Select 20 auditees to listen to the generated music and real music and distinguish them. Finally, analyze them according to the evaluation results. After evaluation, it is concluded that the research effect of multi track music generation based on CT-GAN is improved.
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spelling pubmed-88537632022-02-18 An Intelligent Music Production Technology Based on Generation Confrontation Mechanism Li, Yanjing Liu, Xinyuan Comput Intell Neurosci Research Article In recent years, with the development of deep neural network becoming more and more mature, especially after the proposal of generative confrontation mechanism, academia has made many achievements in the research of image, video and text generation. Therefore, scholars began to use similar attempts in the research of music generation. Therefore, based on the existing theoretical technology and research work, this paper studies music production, and then proposes an intelligent music production technology based on generation confrontation mechanism to enrich the research in the field of computer music generation. This paper takes the music generation method based on generation countermeasure mechanism as the research topic, and mainly studies the following: after studying the existing music generation model based on generation countermeasure network, a time structure model for maintaining music coherence is proposed. In music generation, avoid manual input and ensure the interdependence between tracks. At the same time, this paper studies and implements the generation method of discrete music events based on multi track, including multi track correlation model and discrete processing. The lakh MIDI data set is studied. On this basis, the lakh MIDI is pre-processed to obtain the LMD piano roll data set, which is used in the music generation experiment of MCT-GAN. When studying the multi track music generation based on generation countermeasure network, this paper studies and analyzes three models, and puts forward the multi track music generation method based on CT-GAN, which mainly improves the existing music generation model based on GAN. Finally, the generation results of MCT-GAN are compared with those of Muse-GAN, so as to reflect the improvement effect of MCT-GAN. Select 20 auditees to listen to the generated music and real music and distinguish them. Finally, analyze them according to the evaluation results. After evaluation, it is concluded that the research effect of multi track music generation based on CT-GAN is improved. Hindawi 2022-02-10 /pmc/articles/PMC8853763/ /pubmed/35186065 http://dx.doi.org/10.1155/2022/5083146 Text en Copyright © 2022 Yanjing Li and Xinyuan Liu. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Li, Yanjing
Liu, Xinyuan
An Intelligent Music Production Technology Based on Generation Confrontation Mechanism
title An Intelligent Music Production Technology Based on Generation Confrontation Mechanism
title_full An Intelligent Music Production Technology Based on Generation Confrontation Mechanism
title_fullStr An Intelligent Music Production Technology Based on Generation Confrontation Mechanism
title_full_unstemmed An Intelligent Music Production Technology Based on Generation Confrontation Mechanism
title_short An Intelligent Music Production Technology Based on Generation Confrontation Mechanism
title_sort intelligent music production technology based on generation confrontation mechanism
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8853763/
https://www.ncbi.nlm.nih.gov/pubmed/35186065
http://dx.doi.org/10.1155/2022/5083146
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