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Research on the Interaction of Genetic Algorithm in Assisted Composition

Computer-aided composition is an attempt to use a formalized process to minimize human (or composer) involvement in the creation of music using a computer. Exploring the problem of computer-aided composition can enable us to understand and simulate the thinking mode of composers in the special proce...

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Detalles Bibliográficos
Autor principal: Hu, Han
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8629674/
https://www.ncbi.nlm.nih.gov/pubmed/34853584
http://dx.doi.org/10.1155/2021/3137666
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author Hu, Han
author_facet Hu, Han
author_sort Hu, Han
collection PubMed
description Computer-aided composition is an attempt to use a formalized process to minimize human (or composer) involvement in the creation of music using a computer. Exploring the problem of computer-aided composition can enable us to understand and simulate the thinking mode of composers in the special process of music creation, which is an important application of artificial intelligence in the field of art. Feature extraction on the MIDI files has been introduced in this paper. Based on the genetic algorithm in this paper, a platform of the sampling coding method to optimize the character representation has solved the traditional algorithmic music composition study. Music directly from the pitch and duration can be derived from the characteristics, respectively, in the form of a one-hot encoding independently said. Failure to the rhythm of the characterization of the pitch and duration are problems that lead to the inability of compositional networks to learn musical styles better. Rhythm is the combination of pitch and time values according to certain rules. The rhythm of music affects the overall style of music. By associating the pitch and time value coding, the rhythm style of music can be preserved better so that the composition network can learn the style characteristics of music more easily.
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spelling pubmed-86296742021-11-30 Research on the Interaction of Genetic Algorithm in Assisted Composition Hu, Han Comput Intell Neurosci Research Article Computer-aided composition is an attempt to use a formalized process to minimize human (or composer) involvement in the creation of music using a computer. Exploring the problem of computer-aided composition can enable us to understand and simulate the thinking mode of composers in the special process of music creation, which is an important application of artificial intelligence in the field of art. Feature extraction on the MIDI files has been introduced in this paper. Based on the genetic algorithm in this paper, a platform of the sampling coding method to optimize the character representation has solved the traditional algorithmic music composition study. Music directly from the pitch and duration can be derived from the characteristics, respectively, in the form of a one-hot encoding independently said. Failure to the rhythm of the characterization of the pitch and duration are problems that lead to the inability of compositional networks to learn musical styles better. Rhythm is the combination of pitch and time values according to certain rules. The rhythm of music affects the overall style of music. By associating the pitch and time value coding, the rhythm style of music can be preserved better so that the composition network can learn the style characteristics of music more easily. Hindawi 2021-11-22 /pmc/articles/PMC8629674/ /pubmed/34853584 http://dx.doi.org/10.1155/2021/3137666 Text en Copyright © 2021 Han Hu. 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
Hu, Han
Research on the Interaction of Genetic Algorithm in Assisted Composition
title Research on the Interaction of Genetic Algorithm in Assisted Composition
title_full Research on the Interaction of Genetic Algorithm in Assisted Composition
title_fullStr Research on the Interaction of Genetic Algorithm in Assisted Composition
title_full_unstemmed Research on the Interaction of Genetic Algorithm in Assisted Composition
title_short Research on the Interaction of Genetic Algorithm in Assisted Composition
title_sort research on the interaction of genetic algorithm in assisted composition
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8629674/
https://www.ncbi.nlm.nih.gov/pubmed/34853584
http://dx.doi.org/10.1155/2021/3137666
work_keys_str_mv AT huhan researchontheinteractionofgeneticalgorithminassistedcomposition