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Sensoring a Generative System to Create User-Controlled Melodies

The automatic generation of music is an emergent field of research that has attracted the attention of countless researchers. As a result, there is a broad spectrum of state of the art research in this field. Many systems have been designed to facilitate collaboration between humans and machines in...

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Autores principales: Navarro-Cáceres, María, Hashimoto, Wataru, Rodríguez-González, Sara, Pérez-Lancho, Belén, Corchado, Juan Manuel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6210176/
https://www.ncbi.nlm.nih.gov/pubmed/30248966
http://dx.doi.org/10.3390/s18103201
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author Navarro-Cáceres, María
Hashimoto, Wataru
Rodríguez-González, Sara
Pérez-Lancho, Belén
Corchado, Juan Manuel
author_facet Navarro-Cáceres, María
Hashimoto, Wataru
Rodríguez-González, Sara
Pérez-Lancho, Belén
Corchado, Juan Manuel
author_sort Navarro-Cáceres, María
collection PubMed
description The automatic generation of music is an emergent field of research that has attracted the attention of countless researchers. As a result, there is a broad spectrum of state of the art research in this field. Many systems have been designed to facilitate collaboration between humans and machines in the generation of valuable music. This research proposes an intelligent system that generates melodies under the supervision of a user, who guides the process through a mechanical device. The mechanical device is able to capture the movements of the user and translate them into a melody. The system is based on a Case-Based Reasoning (CBR) architecture, enabling it to learn from previous compositions and to improve its performance over time. The user uses a device that allows them to adapt the composition to their preferences by adjusting the pace of a melody to a specific context or generating more serious or acute notes. Additionally, the device can automatically resist some of the user’s movements, this way the user learns how they can create a good melody. Several experiments were conducted to analyze the quality of the system and the melodies it generates. According to the users’ validation, the proposed system can generate music that follows a concrete style. Most of them also believed that the partial control of the device was essential for the quality of the generated music.
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spelling pubmed-62101762018-11-02 Sensoring a Generative System to Create User-Controlled Melodies Navarro-Cáceres, María Hashimoto, Wataru Rodríguez-González, Sara Pérez-Lancho, Belén Corchado, Juan Manuel Sensors (Basel) Article The automatic generation of music is an emergent field of research that has attracted the attention of countless researchers. As a result, there is a broad spectrum of state of the art research in this field. Many systems have been designed to facilitate collaboration between humans and machines in the generation of valuable music. This research proposes an intelligent system that generates melodies under the supervision of a user, who guides the process through a mechanical device. The mechanical device is able to capture the movements of the user and translate them into a melody. The system is based on a Case-Based Reasoning (CBR) architecture, enabling it to learn from previous compositions and to improve its performance over time. The user uses a device that allows them to adapt the composition to their preferences by adjusting the pace of a melody to a specific context or generating more serious or acute notes. Additionally, the device can automatically resist some of the user’s movements, this way the user learns how they can create a good melody. Several experiments were conducted to analyze the quality of the system and the melodies it generates. According to the users’ validation, the proposed system can generate music that follows a concrete style. Most of them also believed that the partial control of the device was essential for the quality of the generated music. MDPI 2018-09-21 /pmc/articles/PMC6210176/ /pubmed/30248966 http://dx.doi.org/10.3390/s18103201 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Navarro-Cáceres, María
Hashimoto, Wataru
Rodríguez-González, Sara
Pérez-Lancho, Belén
Corchado, Juan Manuel
Sensoring a Generative System to Create User-Controlled Melodies
title Sensoring a Generative System to Create User-Controlled Melodies
title_full Sensoring a Generative System to Create User-Controlled Melodies
title_fullStr Sensoring a Generative System to Create User-Controlled Melodies
title_full_unstemmed Sensoring a Generative System to Create User-Controlled Melodies
title_short Sensoring a Generative System to Create User-Controlled Melodies
title_sort sensoring a generative system to create user-controlled melodies
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6210176/
https://www.ncbi.nlm.nih.gov/pubmed/30248966
http://dx.doi.org/10.3390/s18103201
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