Uso de la inteligencia arti๎ฃšcial en la composiciรณn musical: Avances, desafรญos y perspectivas. pp. 226 - 235 /
Volumen 6, nรบmero 3 / DOI: https://doi.org/10.37431/conectividad.v6i3.308
Fecha de recepciรณn: 24 / 03 / 2025
Fecha de aceptaciรณn: 17 / 04 / 2025
Fecha de publicaciรณn: 18 / 07 / 2025
Instituto Superior Tecnolรณgico Universitario Rumiรฑahui
226
Uso de la inteligencia arti๎šฟcial en la composiciรณn musical: Avances, desafรญos y
perspectivas
Arti๎šฟcial intelligence in music composition: Advances, challenges, and perspectives
RESUMEN
๎˜ต๎™ˆ๎™†๎™Œ๎™ˆ๎™‘๎™—๎™ˆ๎™๎™ˆ๎™‘๎™—๎™ˆ๎˜๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ๎˜‹๎˜ฌ๎˜ค๎˜Œ๎˜ƒ๎™‹๎™„๎˜ƒ๎™•๎™ˆ๎™™๎™’๎™๎™˜๎™†๎™Œ๎™’๎™‘๎™„๎™‡๎™’๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™˜๎™–๎™’๎™–๎˜ƒ
๎™‡๎™ˆ๎˜ƒ ๎™๎™„๎˜ƒ ๎™†๎™•๎™ˆ๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜๎˜ƒ ๎™‡๎™„๎™‘๎™‡๎™’๎˜ƒ๎™๎™˜๎™Š๎™„๎™•๎˜ƒ ๎™„๎˜ƒ๎™‡๎™Œ๎™–๎™ˆ๎™ธ๎™’๎™–๎˜ƒ ๎™†๎™’๎™๎™“๎™๎™ˆ๎™๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ ๎™†๎™„๎™‘๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ
๎™„๎˜ƒ ๎™“๎™„๎™•๎™—๎™Œ๎™•๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™๎™„๎˜ƒ ๎™„๎™˜๎™—๎™’๎™๎™„๎™—๎™Œ๎™๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ ๎™๎™ˆ๎™‡๎™Œ๎™„๎™‘๎™—๎™ˆ๎˜ƒ ๎˜ฌ๎˜ค๎˜‘๎˜ƒ ๎˜ฆ๎™’๎™‘๎˜ƒ ๎™ˆ๎™–๎™—๎™ˆ๎˜ƒ ๎™—๎™•๎™„๎™…๎™„๎™๎™’๎˜ƒ ๎™–๎™ˆ๎˜ƒ ๎™‡๎™„๎™‘๎˜ƒ
๎™„๎˜ƒ ๎™†๎™’๎™‘๎™’๎™†๎™ˆ๎™•๎˜ƒ ๎™„๎™๎™Š๎™˜๎™‘๎™„๎™–๎˜ƒ ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ ๎™‹๎™ˆ๎™•๎™•๎™„๎™๎™Œ๎™ˆ๎™‘๎™—๎™„๎™–๎˜ƒ ๎™”๎™˜๎™ˆ๎˜ƒ ๎™–๎™ˆ๎˜ƒ ๎™‹๎™„๎™‘๎˜ƒ๎™Œ๎™‡๎™’๎˜ƒ ๎™ˆ๎™‘๎™—๎™•๎™ˆ๎™๎™„๎™๎™„๎™‘๎™‡๎™’๎˜ƒ๎™ˆ๎™‘๎˜ƒ
๎™ˆ๎™–๎™—๎™ˆ๎˜ƒ ๎™–๎™ˆ๎™‘๎™—๎™Œ๎™‡๎™’๎˜๎˜ƒ ๎™†๎™’๎™๎™’๎˜ƒ ๎™–๎™’๎™‘๎˜๎˜ƒ ๎˜ฐ๎™˜๎™–๎™ˆ๎˜ฑ๎™ˆ๎™—๎˜๎˜ƒ ๎˜ฐ๎™Œ๎™‡๎™Œ๎˜ฑ๎™ˆ๎™—๎˜๎˜ƒ ๎˜ถ๎™˜๎™‘๎™’๎˜ƒ ๎™œ๎˜ƒ ๎˜ง๎™ˆ๎™ˆ๎™“๎˜ฅ๎™„๎™†๎™‹๎˜๎˜ƒ ๎™–๎™ˆ๎˜ƒ
๎™“๎™•๎™ˆ๎™–๎™ˆ๎™‘๎™—๎™„๎™‘๎˜ƒ ๎™–๎™˜๎˜ƒ๎™‰๎™˜๎™‘๎™‡๎™„๎™๎™ˆ๎™‘๎™—๎™„๎™†๎™Œ๎™น๎™‘๎˜๎˜ƒ ๎™„๎™“๎™๎™Œ๎™†๎™„๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ ๎™œ๎™„๎˜ƒ๎™ˆ๎™›๎™Œ๎™–๎™—๎™ˆ๎™‘๎™—๎™ˆ๎™–๎˜ƒ ๎™œ๎˜ƒ ๎™„๎˜ƒ ๎™“๎™•๎™’๎™–๎™“๎™ˆ๎™†๎™—๎™’๎˜ƒ
๎™„๎™–๎™ด๎˜ƒ ๎™†๎™’๎™๎™’๎˜ƒ ๎™๎™Œ๎™๎™Œ๎™—๎™„๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ ๎™ˆ๎™‘๎˜ƒ ๎™๎™„๎˜ƒ ๎™†๎™•๎™ˆ๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜ž๎˜ƒ ๎™–๎™ˆ๎˜ƒ ๎™ˆ๎™–๎™—๎™˜๎™‡๎™Œ๎™„๎™‘๎˜ƒ ๎™—๎™„๎™๎™…๎™Œ๎™ฐ๎™‘๎˜ƒ ๎™๎™’๎™–๎˜ƒ
๎™“๎™•๎™Œ๎™‘๎™†๎™Œ๎™“๎™„๎™๎™ˆ๎™–๎˜ƒ๎™•๎™ˆ๎™—๎™’๎™–๎˜ƒ๎™—๎™ฐ๎™†๎™‘๎™Œ๎™†๎™’๎™–๎˜ƒ๎™œ๎˜ƒ๎™ฐ๎™—๎™Œ๎™†๎™’๎™–๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™–๎™˜๎˜ƒ๎™˜๎™–๎™’๎˜ƒ๎™œ๎˜ƒ๎™“๎™˜๎™ˆ๎™–๎™—๎™„๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎™•๎™†๎™‹๎™„๎˜ƒ๎™†๎™’๎™๎™’๎˜ƒ๎™ˆ๎™–๎˜ƒ๎™๎™„๎˜ƒ
๎™†๎™’๎™๎™“๎™๎™ˆ๎™๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™†๎™’๎™‘๎™๎™๎™ˆ๎™™๎™„๎˜ƒ๎™ˆ๎™๎˜ƒ๎™†๎™’๎™‘๎™–๎™ˆ๎™Š๎™˜๎™Œ๎™•๎˜ƒ๎™๎™๎™ˆ๎™Š๎™„๎™•๎˜ƒ๎™„๎˜ƒ๎™•๎™ˆ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™Œ๎™•๎˜ƒ๎™ˆ๎™๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™‘๎™ˆ๎™‘๎™—๎™ˆ๎˜ƒ
๎™ˆ๎™๎™’๎™†๎™Œ๎™’๎™‘๎™„๎™๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™–๎™ˆ๎™•๎™ˆ๎™–๎˜ƒ๎™‹๎™˜๎™๎™„๎™‘๎™’๎™–๎˜ƒ๎™’๎˜ƒ๎™…๎™Œ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™Œ๎™๎™“๎™๎™Œ๎™†๎™„๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™–๎™˜๎™“๎™’๎™‘๎™ˆ๎™‘๎˜ƒ๎™–๎™˜๎˜ƒ
๎™˜๎™–๎™’๎˜ƒ๎™„๎˜ƒ๎™“๎™„๎™•๎™—๎™Œ๎™•๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™น๎™“๎™—๎™Œ๎™†๎™„๎˜ƒ๎™‡๎™ˆ๎™๎˜ƒ๎™๎™„๎™•๎™†๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™•๎™ˆ๎™‰๎™ˆ๎™•๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™„๎™†๎™—๎™˜๎™„๎™๎˜ƒ๎™๎™ˆ๎™Š๎™Œ๎™–๎™๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ
๎™ˆ๎™‘๎˜ƒ๎™‡๎™ˆ๎™•๎™ˆ๎™†๎™‹๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™„๎™˜๎™—๎™’๎™•๎˜ž๎˜ƒ๎™œ๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™™๎™„๎™๎™’๎™•๎™„๎™‘๎˜ƒ๎™ˆ๎™๎˜ƒ๎™Œ๎™๎™“๎™„๎™†๎™—๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎˜ฌ๎˜ค๎˜ƒ๎™–๎™’๎™…๎™•๎™ˆ๎˜ƒ๎™ˆ๎™๎˜ƒ๎™–๎™ˆ๎™†๎™—๎™’๎™•๎˜ƒ๎™‡๎™ˆ๎˜ƒ
๎™๎™„๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜๎˜ƒ๎™–๎™˜๎˜ƒ๎™˜๎™–๎™’๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™๎˜ƒ๎™ฉ๎™๎™…๎™Œ๎™—๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™„๎™˜๎™‡๎™Œ๎™’๎™™๎™Œ๎™–๎™˜๎™„๎™๎˜ƒ๎™œ๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™‘๎™—๎™’๎™•๎™‘๎™’๎™–๎˜ƒ
๎™ˆ๎™‡๎™˜๎™†๎™„๎™—๎™Œ๎™™๎™’๎™–๎˜‘๎˜ƒ๎˜ณ๎™’๎™•๎˜ƒ๎™พ๎™๎™—๎™Œ๎™๎™’๎˜๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™‡๎™Œ๎™„๎™๎™’๎™Š๎™„๎˜ƒ๎™„๎™†๎™ˆ๎™•๎™†๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™’๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™“๎™˜๎™ˆ๎™‡๎™ˆ๎™‘๎˜ƒ๎™†๎™’๎™‘๎™–๎™—๎™Œ๎™—๎™˜๎™Œ๎™•๎˜ƒ๎™๎™„๎™–๎˜ƒ
๎™‰๎™˜๎™—๎™˜๎™•๎™„๎™–๎˜ƒ๎™“๎™•๎™’๎™Š๎™•๎™ˆ๎™–๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™๎˜ƒ๎™‡๎™ˆ๎™–๎™„๎™•๎™•๎™’๎™๎™๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™ˆ๎™–๎™—๎™„๎™–๎˜ƒ๎™—๎™ˆ๎™†๎™‘๎™’๎™๎™’๎™Š๎™ด๎™„๎™–๎˜๎˜ƒ๎™œ๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™Œ๎™‘๎™™๎™ˆ๎™–๎™—๎™Œ๎™Š๎™„๎™‘๎˜ƒ
๎™„๎™”๎™˜๎™ˆ๎™๎™๎™„๎™–๎˜ƒ๎™“๎™’๎™–๎™Œ๎™…๎™๎™ˆ๎™–๎˜ƒ๎™๎™’๎™‡๎™Œ๎šฟ๎™†๎™„๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™“๎™˜๎™ˆ๎™‡๎™„๎™‘๎˜ƒ๎™‹๎™„๎™†๎™ˆ๎™•๎˜ƒ๎™„๎™™๎™„๎™‘๎™๎™„๎™•๎˜ƒ๎™๎™„๎˜ƒ๎™„๎™‡๎™ˆ๎™†๎™˜๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ
๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎˜ฌ๎˜ค๎˜ƒ๎™„๎˜ƒ๎™†๎™’๎™‘๎™—๎™ˆ๎™›๎™—๎™’๎™–๎˜ƒ๎™†๎™˜๎™๎™—๎™˜๎™•๎™„๎™๎™ˆ๎™–๎˜ƒ๎™’๎˜ƒ๎™Œ๎™‡๎™ˆ๎™’๎™๎™น๎™Š๎™Œ๎™†๎™’๎™–๎˜ƒ๎™‡๎™Œ๎™–๎™“๎™„๎™•๎™ˆ๎™–๎˜ƒ๎™œ๎˜’๎™’๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™Š๎™•๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ
๎™‡๎™ˆ๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™‘๎™ˆ๎™‘๎™—๎™ˆ๎™–๎˜ƒ๎™ˆ๎™๎™’๎™†๎™Œ๎™’๎™‘๎™„๎™๎™ˆ๎™–๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™„๎˜ƒ๎™“๎™’๎™•๎˜ƒ๎˜ฌ๎˜ค๎˜‘
Palabras clave:๎˜ƒ๎˜ฆ๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™น๎™‘๎˜ƒ๎˜ฐ๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜ž๎˜ƒ๎˜ฌ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎˜ค๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ž๎˜ƒ๎˜ฐ๎™’๎™‡๎™ˆ๎™๎™’๎™–๎˜ƒ
๎˜ช๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™—๎™Œ๎™™๎™’๎™–๎˜ž๎˜ƒ๎˜ต๎™ˆ๎™‡๎™ˆ๎™–๎˜ƒ๎˜ฑ๎™ˆ๎™˜๎™•๎™’๎™‘๎™„๎™๎™ˆ๎™–๎˜ž๎˜ƒ๎˜ท๎™ˆ๎™†๎™‘๎™’๎™๎™’๎™Š๎™ด๎™„๎˜ƒ๎˜ฆ๎™•๎™ˆ๎™„๎™—๎™Œ๎™™๎™„๎˜‘
ABSTRACT
๎˜ต๎™ˆ๎™†๎™ˆ๎™‘๎™—๎™๎™œ๎˜๎˜ƒ ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ ๎™Œ๎™‘๎™—๎™ˆ๎™๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™ˆ๎˜ƒ ๎˜‹๎˜ค๎˜ฌ๎˜Œ๎˜ƒ ๎™‹๎™„๎™–๎˜ƒ ๎™•๎™ˆ๎™™๎™’๎™๎™˜๎™—๎™Œ๎™’๎™‘๎™Œ๎™๎™ˆ๎™‡๎˜ƒ ๎™—๎™‹๎™ˆ๎˜ƒ ๎™“๎™•๎™„๎™†๎™—๎™Œ๎™†๎™ˆ๎˜ƒ ๎™’๎™‰๎˜ƒ
๎™๎™˜๎™–๎™Œ๎™†๎˜ƒ ๎™†๎™•๎™ˆ๎™„๎™—๎™Œ๎™’๎™‘๎˜๎˜ƒ๎™Š๎™Œ๎™™๎™Œ๎™‘๎™Š๎˜ƒ ๎™•๎™Œ๎™–๎™ˆ๎˜ƒ ๎™—๎™’๎˜ƒ ๎™†๎™’๎™๎™“๎™๎™ˆ๎™›๎˜ƒ ๎™–๎™’๎™‘๎™Š๎˜ƒ ๎™‡๎™ˆ๎™–๎™Œ๎™Š๎™‘๎™–๎˜ƒ๎™—๎™‹๎™•๎™’๎™˜๎™Š๎™‹๎˜ƒ๎˜ค๎˜ฌ๎˜๎™…๎™„๎™–๎™ˆ๎™‡๎˜ƒ
๎™„๎™˜๎™—๎™’๎™๎™„๎™—๎™Œ๎™’๎™‘๎˜‘๎˜ƒ ๎˜ท๎™‹๎™Œ๎™–๎˜ƒ ๎™“๎™„๎™“๎™ˆ๎™•๎˜ƒ ๎™Œ๎™‘๎™—๎™•๎™’๎™‡๎™˜๎™†๎™ˆ๎™–๎˜ƒ ๎™–๎™ˆ๎™™๎™ˆ๎™•๎™„๎™๎˜ƒ ๎™—๎™’๎™’๎™๎™–๎˜ƒ ๎™—๎™‹๎™„๎™—๎˜ƒ ๎™‹๎™„๎™™๎™ˆ๎˜ƒ ๎™…๎™ˆ๎™†๎™’๎™๎™ˆ๎˜ƒ
๎™Œ๎™‘๎™†๎™•๎™ˆ๎™„๎™–๎™Œ๎™‘๎™Š๎™๎™œ๎˜ƒ ๎™•๎™ˆ๎™๎™ˆ๎™™๎™„๎™‘๎™—๎˜ƒ ๎™Œ๎™‘๎˜ƒ ๎™—๎™‹๎™Œ๎™–๎˜ƒ ๎šฟ๎™ˆ๎™๎™‡๎˜๎˜ƒ ๎™–๎™˜๎™†๎™‹๎˜ƒ ๎™„๎™–๎˜ƒ ๎˜ฐ๎™˜๎™–๎™ˆ๎˜ฑ๎™ˆ๎™—๎˜๎˜ƒ ๎˜ฐ๎™Œ๎™‡๎™Œ๎˜ฑ๎™ˆ๎™—๎˜๎˜ƒ ๎˜ถ๎™˜๎™‘๎™’๎˜๎˜ƒ
๎™„๎™‘๎™‡๎˜ƒ ๎˜ง๎™ˆ๎™ˆ๎™“๎˜ฅ๎™„๎™†๎™‹๎˜‘๎˜ƒ ๎˜ท๎™‹๎™ˆ๎™Œ๎™•๎˜ƒ ๎™˜๎™‘๎™‡๎™ˆ๎™•๎™๎™œ๎™Œ๎™‘๎™Š๎˜ƒ ๎™“๎™•๎™Œ๎™‘๎™†๎™Œ๎™“๎™๎™ˆ๎™–๎˜๎˜ƒ ๎™†๎™˜๎™•๎™•๎™ˆ๎™‘๎™—๎˜ƒ ๎™„๎™‘๎™‡๎˜ƒ ๎™“๎™’๎™—๎™ˆ๎™‘๎™—๎™Œ๎™„๎™๎˜ƒ
๎™„๎™“๎™“๎™๎™Œ๎™†๎™„๎™—๎™Œ๎™’๎™‘๎™–๎˜๎˜ƒ๎™„๎™–๎˜ƒ๎™š๎™ˆ๎™๎™๎˜ƒ๎™„๎™–๎˜ƒ๎™—๎™‹๎™ˆ๎™Œ๎™•๎˜ƒ๎™๎™Œ๎™๎™Œ๎™—๎™„๎™—๎™Œ๎™’๎™‘๎™–๎˜ƒ๎™Œ๎™‘๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™—๎™Œ๎™’๎™‘๎˜๎˜ƒ๎™„๎™•๎™ˆ๎˜ƒ๎™“๎™•๎™ˆ๎™–๎™ˆ๎™‘๎™—๎™ˆ๎™‡๎˜‘๎˜ƒ
๎˜ฌ๎™—๎˜ƒ๎™„๎™๎™–๎™’๎˜ƒ๎™ˆ๎™›๎™„๎™๎™Œ๎™‘๎™ˆ๎™–๎˜ƒ๎™—๎™‹๎™ˆ๎˜ƒ๎™๎™„๎™Œ๎™‘๎˜ƒ๎™—๎™ˆ๎™†๎™‹๎™‘๎™Œ๎™†๎™„๎™๎˜ƒ๎™„๎™‘๎™‡๎˜ƒ๎™ˆ๎™—๎™‹๎™Œ๎™†๎™„๎™๎˜ƒ๎™†๎™‹๎™„๎™๎™๎™ˆ๎™‘๎™Š๎™ˆ๎™–๎˜ƒ๎™’๎™‰๎˜ƒ๎™˜๎™–๎™Œ๎™‘๎™Š๎˜ƒ๎™„๎™‘๎™‡๎˜ƒ
๎™Œ๎™๎™“๎™๎™ˆ๎™๎™ˆ๎™‘๎™—๎™Œ๎™‘๎™Š๎˜ƒ ๎™—๎™‹๎™ˆ๎™–๎™ˆ๎˜ƒ ๎™—๎™’๎™’๎™๎™–๎šฒ๎™“๎™„๎™•๎™—๎™Œ๎™†๎™˜๎™๎™„๎™•๎™๎™œ๎˜ƒ ๎™—๎™‹๎™ˆ๎˜ƒ ๎™‡๎™Œ๏ถ๎™†๎™˜๎™๎™—๎™œ๎˜ƒ ๎™Œ๎™‘๎˜ƒ ๎™•๎™ˆ๎™“๎™๎™Œ๎™†๎™„๎™—๎™Œ๎™‘๎™Š๎˜ƒ ๎™—๎™‹๎™ˆ๎˜ƒ
๎™ˆ๎™๎™’๎™—๎™Œ๎™’๎™‘๎™„๎™๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™‘๎™ˆ๎™‘๎™—๎˜ƒ๎™’๎™‰๎˜ƒ๎™‹๎™˜๎™๎™„๎™‘๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™—๎™Œ๎™™๎™Œ๎™—๎™œ๎˜๎˜ƒ๎™„๎™‘๎™‡๎˜ƒ๎™—๎™‹๎™ˆ๎˜ƒ๎™Œ๎™๎™“๎™๎™Œ๎™†๎™„๎™—๎™Œ๎™’๎™‘๎™–๎˜ƒ๎™’๎™‰๎˜ƒ๎™—๎™‹๎™ˆ๎™Œ๎™•๎˜ƒ
๎™˜๎™–๎™ˆ๎˜ƒ ๎™‰๎™•๎™’๎™๎˜ƒ ๎™—๎™‹๎™ˆ๎˜ƒ ๎™“๎™ˆ๎™•๎™–๎™“๎™ˆ๎™†๎™—๎™Œ๎™™๎™ˆ๎˜ƒ ๎™’๎™‰๎˜ƒ ๎™†๎™˜๎™•๎™•๎™ˆ๎™‘๎™—๎˜ƒ ๎™†๎™’๎™“๎™œ๎™•๎™Œ๎™Š๎™‹๎™—๎˜ƒ ๎™๎™ˆ๎™Š๎™Œ๎™–๎™๎™„๎™—๎™Œ๎™’๎™‘๎˜‘๎˜ƒ ๎˜ฌ๎™‘๎˜ƒ ๎™„๎™‡๎™‡๎™Œ๎™—๎™Œ๎™’๎™‘๎˜๎˜ƒ
๎™—๎™‹๎™ˆ๎˜ƒ๎™Œ๎™๎™“๎™„๎™†๎™—๎˜ƒ๎™’๎™‰๎˜ƒ๎˜ค๎˜ฌ๎˜ƒ๎™’๎™‘๎˜ƒ๎™—๎™‹๎™ˆ๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎˜ƒ๎™Œ๎™‘๎™‡๎™˜๎™–๎™—๎™•๎™œ๎˜ƒ๎™Œ๎™–๎˜ƒ๎™„๎™–๎™–๎™ˆ๎™–๎™–๎™ˆ๎™‡๎˜๎˜ƒ๎™„๎™๎™’๎™‘๎™Š๎˜ƒ๎™š๎™Œ๎™—๎™‹๎˜ƒ๎™Œ๎™—๎™–๎˜ƒ๎™•๎™’๎™๎™ˆ๎˜ƒ
๎™Œ๎™‘๎˜ƒ ๎™„๎™˜๎™‡๎™Œ๎™’๎™™๎™Œ๎™–๎™˜๎™„๎™๎˜ƒ ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™—๎™Œ๎™’๎™‘๎˜ƒ ๎™„๎™‘๎™‡๎˜ƒ ๎™ˆ๎™‡๎™˜๎™†๎™„๎™—๎™Œ๎™’๎™‘๎™„๎™๎˜ƒ ๎™†๎™’๎™‘๎™—๎™ˆ๎™›๎™—๎™–๎˜‘๎˜ƒ ๎˜ฉ๎™Œ๎™‘๎™„๎™๎™๎™œ๎˜๎˜ƒ ๎™—๎™‹๎™Œ๎™–๎˜ƒ ๎™š๎™’๎™•๎™Ž๎˜ƒ
๎™‡๎™Œ๎™–๎™†๎™˜๎™–๎™–๎™ˆ๎™–๎˜ƒ ๎™“๎™’๎™—๎™ˆ๎™‘๎™—๎™Œ๎™„๎™๎˜ƒ ๎™‰๎™˜๎™—๎™˜๎™•๎™ˆ๎˜ƒ ๎™‡๎™ˆ๎™™๎™ˆ๎™๎™’๎™“๎™๎™ˆ๎™‘๎™—๎™–๎˜ƒ ๎™Œ๎™‘๎˜ƒ ๎™—๎™‹๎™ˆ๎˜ƒ ๎™„๎™‡๎™™๎™„๎™‘๎™†๎™ˆ๎™๎™ˆ๎™‘๎™—๎˜ƒ ๎™’๎™‰๎˜ƒ ๎™—๎™‹๎™ˆ๎™–๎™ˆ๎˜ƒ
๎™—๎™ˆ๎™†๎™‹๎™‘๎™’๎™๎™’๎™Š๎™Œ๎™ˆ๎™–๎˜ƒ๎™„๎™‘๎™‡๎˜ƒ๎™Œ๎™‘๎™™๎™ˆ๎™–๎™—๎™Œ๎™Š๎™„๎™—๎™ˆ๎™–๎˜ƒ๎™“๎™’๎™–๎™–๎™Œ๎™…๎™๎™ˆ๎˜ƒ๎™Œ๎™๎™“๎™•๎™’๎™™๎™ˆ๎™๎™ˆ๎™‘๎™—๎™–๎˜ƒ๎™—๎™‹๎™„๎™—๎˜ƒ๎™†๎™’๎™˜๎™๎™‡๎˜ƒ๎™ˆ๎™‘๎™‹๎™„๎™‘๎™†๎™ˆ๎˜ƒ
๎™—๎™‹๎™ˆ๎˜ƒ ๎™„๎™‡๎™„๎™“๎™—๎™„๎™—๎™Œ๎™’๎™‘๎˜ƒ ๎™’๎™‰๎˜ƒ ๎˜ค๎˜ฌ๎˜ƒ ๎™—๎™’๎˜ƒ ๎™‡๎™Œ๎™™๎™ˆ๎™•๎™–๎™ˆ๎˜ƒ ๎™†๎™˜๎™๎™—๎™˜๎™•๎™„๎™๎˜ƒ ๎™„๎™‘๎™‡๎˜ƒ ๎™Œ๎™‡๎™ˆ๎™’๎™๎™’๎™Š๎™Œ๎™†๎™„๎™๎˜ƒ ๎™–๎™ˆ๎™—๎™—๎™Œ๎™‘๎™Š๎™–๎˜ƒ ๎™„๎™‘๎™‡๎˜’
๎™’๎™•๎˜ƒ ๎™—๎™‹๎™ˆ๎˜ƒ ๎™Œ๎™‘๎™—๎™ˆ๎™Š๎™•๎™„๎™—๎™Œ๎™’๎™‘๎˜ƒ ๎™’๎™‰๎˜ƒ ๎™ˆ๎™๎™’๎™—๎™Œ๎™’๎™‘๎™„๎™๎˜ƒ ๎™†๎™’๎™๎™“๎™’๎™‘๎™ˆ๎™‘๎™—๎™–๎˜ƒ ๎™Œ๎™‘๎™—๎™’๎˜ƒ๎˜ค๎˜ฌ๎˜๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™—๎™ˆ๎™‡๎˜ƒ ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜ƒ
๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™—๎™Œ๎™’๎™‘๎™–๎˜‘
Key words๎˜๎˜ƒ ๎˜ฐ๎™˜๎™–๎™Œ๎™†๎˜ƒ ๎˜ฆ๎™’๎™๎™“๎™’๎™–๎™Œ๎™—๎™Œ๎™’๎™‘๎˜ž๎˜ƒ ๎˜ค๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ ๎˜ฌ๎™‘๎™—๎™ˆ๎™๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™ˆ๎˜ž๎˜ƒ ๎˜ช๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™—๎™Œ๎™™๎™ˆ๎˜ƒ
๎˜ฐ๎™’๎™‡๎™ˆ๎™๎™–๎˜ž๎˜ƒ๎˜ฑ๎™ˆ๎™˜๎™•๎™„๎™๎˜ƒ๎˜ฑ๎™ˆ๎™—๎™š๎™’๎™•๎™Ž๎™–๎˜ž๎˜ƒ๎˜ฆ๎™•๎™ˆ๎™„๎™—๎™Œ๎™™๎™ˆ๎˜ƒ๎˜ท๎™ˆ๎™†๎™‹๎™‘๎™’๎™๎™’๎™Š๎™œ๎˜‘
Derechos de Autor
๎˜ฏ๎™’๎™–๎˜ƒ ๎™’๎™•๎™Œ๎™Š๎™Œ๎™‘๎™„๎™๎™ˆ๎™–๎˜ƒ
๎™“๎™˜๎™…๎™๎™Œ๎™†๎™„๎™‡๎™’๎™–๎˜ƒ ๎™ˆ๎™‘๎˜ƒ ๎™๎™„๎™–๎˜ƒ
๎™ˆ๎™‡๎™Œ๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ ๎™ˆ๎™๎™ˆ๎™†๎™—๎™•๎™น๎™‘๎™Œ๎™†๎™„๎™–๎˜ƒ
๎™…๎™„๎™๎™’๎˜ƒ๎™‡๎™ˆ๎™•๎™ˆ๎™†๎™‹๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™“๎™•๎™Œ๎™๎™ˆ๎™•๎™„๎˜ƒ
๎™“๎™˜๎™…๎™๎™Œ๎™†๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™๎™„๎˜ƒ
๎™•๎™ˆ๎™™๎™Œ๎™–๎™—๎™„๎˜ƒ ๎™–๎™’๎™‘๎˜ƒ ๎™‡๎™ˆ๎™๎˜ƒ ๎˜ฌ๎™‘๎™–๎™—๎™Œ๎™—๎™˜๎™—๎™’๎˜ƒ
๎˜ถ๎™˜๎™“๎™ˆ๎™•๎™Œ๎™’๎™•๎˜ƒ ๎˜ท๎™ˆ๎™†๎™‘๎™’๎™๎™น๎™Š๎™Œ๎™†๎™’๎˜ƒ
๎˜ธ๎™‘๎™Œ๎™™๎™ˆ๎™•๎™–๎™Œ๎™—๎™„๎™•๎™Œ๎™’๎˜ƒ๎˜ต๎™˜๎™๎™Œ๎™ธ๎™„๎™‹๎™˜๎™Œ๎˜๎˜ƒ
๎™“๎™’๎™•๎˜ƒ ๎™ˆ๎™๎™๎™’๎˜๎˜ƒ ๎™ˆ๎™–๎˜ƒ ๎™‘๎™ˆ๎™†๎™ˆ๎™–๎™„๎™•๎™Œ๎™’๎˜ƒ
๎™†๎™Œ๎™—๎™„๎™•๎˜ƒ ๎™๎™„๎˜ƒ ๎™“๎™•๎™’๎™†๎™ˆ๎™‡๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ ๎™ˆ๎™‘๎˜ƒ
๎™†๎™˜๎™„๎™๎™”๎™˜๎™Œ๎™ˆ๎™•๎˜ƒ ๎™•๎™ˆ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™†๎™Œ๎™น๎™‘๎˜ƒ
๎™“๎™„๎™•๎™†๎™Œ๎™„๎™๎˜ƒ๎™’๎˜ƒ๎™—๎™’๎™—๎™„๎™๎˜‘๎˜ƒ๎˜ท๎™’๎™‡๎™’๎™–๎˜ƒ๎™๎™’๎™–๎˜ƒ
contenidos de la revista
๎™ˆ๎™๎™ˆ๎™†๎™—๎™•๎™น๎™‘๎™Œ๎™†๎™„๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™‡๎™Œ๎™–๎™—๎™•๎™Œ๎™…๎™˜๎™œ๎™ˆ๎™‘๎˜ƒ
bajo una licencia de
Creative Commons
Reconocimiento-
๎˜ฑ๎™’๎˜ฆ๎™’๎™๎™ˆ๎™•๎™†๎™Œ๎™„๎™๎˜๎˜—๎˜‘๎˜“๎˜ƒ
๎˜ฌ๎™‘๎™—๎™ˆ๎™•๎™‘๎™„๎™†๎™Œ๎™’๎™‘๎™„๎™๎˜‘
Citas
๎˜ด๎™˜๎™ˆ๎™™๎™ˆ๎™‡๎™’๎˜ƒ ๎˜ท๎™’๎™•๎™•๎™ˆ๎™–๎˜๎˜ƒ ๎˜ง๎˜‘๎˜ƒ
๎˜‹๎˜•๎˜“๎˜•๎˜˜๎˜Œ๎˜‘๎˜ƒ ๎˜ธ๎™–๎™’๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™๎™„๎˜ƒ ๎™Œ๎™‘๎™—๎™ˆ-
๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ ๎™ˆ๎™‘๎˜ƒ ๎™๎™„๎˜ƒ
๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™น๎™‘๎˜ƒ ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜๎˜ƒ
๎˜ค๎™™๎™„๎™‘๎™†๎™ˆ๎™–๎˜๎˜ƒ๎™‡๎™ˆ๎™–๎™„๎™‰๎™ด๎™’๎™–๎˜ƒ๎™œ๎˜ƒ๎™“๎™ˆ๎™•๎™–-
๎™“๎™ˆ๎™†๎™—๎™Œ๎™™๎™„๎™–๎˜‘๎˜ƒ ๎˜ฆ๎˜ฒ๎˜ฑ๎˜จ๎˜ฆ๎˜ท๎˜ฌ๎˜น๎˜ฌ-
๎˜ง๎˜ค๎˜ง๎˜๎˜ƒ ๎˜™๎˜‹๎˜–๎˜Œ๎˜‘๎˜ƒ ๎™‹๎™—๎™—๎™“๎™–๎˜๎˜’๎˜’๎™‡๎™’๎™Œ๎˜‘
๎™’๎™•๎™Š๎˜’๎˜”๎˜“๎˜‘๎˜–๎˜š๎˜—๎˜–๎˜”๎˜’๎™†๎™’๎™‘๎™ˆ๎™†๎™—๎™Œ๎™™๎™Œ-
๎™‡๎™„๎™‡๎˜‘๎™™๎˜™๎™Œ๎˜–๎˜‘๎˜–๎˜“๎˜›
Artรญculo Cientรญ๎šฟco
๎˜ง๎™Œ๎™ˆ๎™Š๎™’๎˜ƒ๎˜ฉ๎™„๎™…๎™Œ๎™ฉ๎™‘๎˜ƒ๎˜ด๎™˜๎™ˆ๎™™๎™ˆ๎™‡๎™’๎˜ƒ๎˜ท๎™’๎™•๎™•๎™ˆ๎™–๏‘Œ๎˜ƒ
๏‘Œ๎˜ƒ๎˜ฆ๎™’๎™‘๎™–๎™ˆ๎™•๎™™๎™„๎™—๎™’๎™•๎™Œ๎™’๎˜ƒ๎˜ถ๎™˜๎™“๎™ˆ๎™•๎™Œ๎™’๎™•๎˜ƒ๎˜ถ๎™„๎™๎™™๎™„๎™‡๎™’๎™•๎˜ƒ๎˜ฅ๎™˜๎™–๎™—๎™„๎™๎™„๎™‘๎™—๎™ˆ๎˜ƒ๎˜ฆ๎™ˆ๎™๎™Œ๎˜๎˜ƒ๎™‡๎™Œ๎™ˆ๎™Š๎™’๎˜ฃ๎™†๎™’๎™‘๎™–๎™ˆ๎™•๎™™๎™„๎™—๎™’๎™•๎™Œ๎™’๎™–๎™˜๎™“๎™ˆ๎™•๎™Œ๎™’๎™•๎™–๎™…๎™†๎˜‘๎™ˆ๎™‡๎™˜๎˜‘๎™ˆ๎™†๎˜๎˜ƒ๎˜ฏ๎™’๎™๎™„๎˜๎˜ƒ๎˜จ๎™†๎™˜๎™„๎™‡๎™’๎™•
๎˜ค๎™˜๎™—๎™’๎™•๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™†๎™’๎™•๎™•๎™ˆ๎™–๎™“๎™’๎™‘๎™‡๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜๎˜ƒ๎™‡๎™Œ๎™ˆ๎™Š๎™’๎˜ฃ๎™†๎™’๎™‘๎™–๎™ˆ๎™•๎™™๎™„๎™—๎™’๎™•๎™Œ๎™’๎™–๎™˜๎™“๎™ˆ๎™•๎™Œ๎™’๎™•๎™–๎™…๎™†๎˜‘๎™ˆ๎™‡๎™˜๎˜‘๎™ˆ๎™†
Uso de la inteligencia arti๎ฃšcial en la composiciรณn musical: Avances, desafรญos y perspectivas. pp. 226 - 235 /
Volumen 6, nรบmero 3 / DOI: https://doi.org/10.37431/conectividad.v6i3.308
Fecha de recepciรณn: 24 / 03 / 2025
Fecha de aceptaciรณn: 17 / 04 / 2025
Fecha de publicaciรณn: 18 / 07 / 2025
Instituto Superior Tecnolรณgico Universitario Rumiรฑahui
227
1. INTRODUCCIร“N
๎˜ฏ๎™„๎˜ƒ ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜ƒ ๎™ˆ๎™–๎˜ƒ ๎™๎™„๎˜ƒ ๎™™๎™’๎™†๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ ๎™”๎™˜๎™ˆ๎˜ƒ ๎™‹๎™„๎˜ƒ ๎™๎™’๎™–๎™—๎™•๎™„๎™‡๎™’๎˜ƒ ๎™๎™„๎˜ƒ ๎™†๎™„๎™“๎™„๎™†๎™Œ๎™‡๎™„๎™‡๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™๎™’๎™–๎˜ƒ ๎™–๎™ˆ๎™•๎™ˆ๎™–๎˜ƒ ๎™‹๎™˜๎™๎™„๎™‘๎™’๎™–๎˜ƒ ๎™“๎™„๎™•๎™„๎˜ƒ ๎™†๎™•๎™ˆ๎™„๎™•๎˜๎˜ƒ
๎™ˆ๎™›๎™“๎™ˆ๎™•๎™Œ๎™๎™ˆ๎™‘๎™—๎™„๎™•๎˜ƒ๎™œ๎˜ƒ๎™ˆ๎™›๎™“๎™•๎™ˆ๎™–๎™„๎™•๎˜ƒ๎™๎™ˆ๎™‡๎™Œ๎™„๎™‘๎™—๎™ˆ๎˜ƒ๎™ˆ๎™๎˜ƒ๎™–๎™’๎™‘๎™Œ๎™‡๎™’๎˜‘๎˜ƒ๎˜ณ๎™ˆ๎™•๎™’๎˜ƒ๎™๎™„๎˜ƒ๎™๎™๎™ˆ๎™Š๎™„๎™‡๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ๎™ˆ๎™–๎™—๎™ฉ๎˜ƒ
๎™†๎™„๎™๎™…๎™Œ๎™„๎™‘๎™‡๎™’๎˜ƒ๎™๎™„๎˜ƒ๎™‰๎™’๎™•๎™๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™†๎™’๎™‘๎™†๎™ˆ๎™…๎™Œ๎™•๎˜ƒ๎™œ๎˜ƒ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™Œ๎™•๎˜ƒ๎™๎™„๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜‘๎˜ƒ๎˜ซ๎™ˆ๎™•๎™•๎™„๎™๎™Œ๎™ˆ๎™‘๎™—๎™„๎™–๎˜ƒ๎™†๎™’๎™๎™’๎˜ƒ๎˜ฐ๎™˜๎™–๎™ˆ๎˜ฑ๎™ˆ๎™—๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎˜ฒ๎™“๎™ˆ๎™‘๎˜ค๎˜ฌ๎˜๎˜ƒ
๎˜ถ๎™˜๎™‘๎™’๎˜๎˜ƒ ๎˜ฐ๎™„๎™Š๎™ˆ๎™‘๎™—๎™„๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎˜ช๎™’๎™’๎™Š๎™๎™ˆ๎˜ƒ ๎™’๎˜ƒ ๎˜ง๎™ˆ๎™ˆ๎™“๎˜ฅ๎™„๎™†๎™‹๎˜ƒ ๎™‡๎™ˆ๎™๎™˜๎™ˆ๎™–๎™—๎™•๎™„๎™‘๎˜ƒ ๎™”๎™˜๎™ˆ๎˜ƒ ๎™๎™’๎™–๎˜ƒ ๎™๎™’๎™‡๎™ˆ๎™๎™’๎™–๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™๎™„๎™†๎™‹๎™Œ๎™‘๎™ˆ๎˜ƒ ๎™๎™ˆ๎™„๎™•๎™‘๎™Œ๎™‘๎™Š๎˜ƒ
๎™“๎™˜๎™ˆ๎™‡๎™ˆ๎™‘๎˜ƒ ๎™–๎™ˆ๎™•๎˜ƒ ๎™†๎™„๎™“๎™„๎™†๎™ˆ๎™–๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™•๎˜ƒ ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ ๎™†๎™’๎™‘๎˜ƒ ๎™ˆ๎™–๎™—๎™•๎™˜๎™†๎™—๎™˜๎™•๎™„๎™–๎˜ƒ ๎™ˆ๎™–๎™—๎™Œ๎™๎™ด๎™–๎™—๎™Œ๎™†๎™„๎™–๎˜ƒ ๎™‡๎™Œ๎™–๎™—๎™Œ๎™‘๎™—๎™„๎™–๎˜ž๎˜ƒ ๎™‘๎™’๎˜ƒ ๎™–๎™น๎™๎™’๎˜ƒ
๎™‰๎™„๎™†๎™Œ๎™๎™Œ๎™—๎™„๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™‘๎™˜๎™ˆ๎™™๎™„๎™–๎˜ƒ๎™๎™ˆ๎™๎™’๎™‡๎™ด๎™„๎™–๎˜๎˜ƒ๎™–๎™Œ๎™‘๎™’๎˜ƒ๎™—๎™„๎™๎™…๎™Œ๎™ฐ๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™ˆ๎™›๎™“๎™๎™’๎™•๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™“๎™„๎™—๎™•๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™„๎™•๎™๎™น๎™‘๎™Œ๎™†๎™’๎™–๎˜๎˜ƒ
๎™’๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™’๎™๎™…๎™Œ๎™‘๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™Š๎™ฐ๎™‘๎™ˆ๎™•๎™’๎™–๎˜๎˜ƒ๎™ˆ๎™–๎˜ƒ๎™‡๎™ˆ๎™†๎™Œ๎™•๎˜๎˜ƒ๎™‡๎™„๎˜ƒ๎™•๎™Œ๎™ˆ๎™‘๎™‡๎™„๎˜ƒ๎™–๎™˜๎™ˆ๎™๎™—๎™„๎˜ƒ๎™„๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™—๎™Œ๎™™๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™๎™„๎™‡๎™˜๎™•๎™„๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜ƒ
๎˜‹๎˜ง๎™’๎™‘๎™Š๎˜ƒ๎™ˆ๎™—๎˜ƒ๎™„๎™๎˜‘๎˜๎˜ƒ๎˜•๎˜“๎˜”๎˜›๎˜ž๎˜ƒ๎˜ต๎™’๎™…๎™ˆ๎™•๎™—๎™–๎˜ƒ๎™ˆ๎™—๎˜ƒ๎™„๎™๎˜‘๎˜๎˜ƒ๎˜•๎˜“๎˜”๎˜›๎˜Œ๎˜‘
๎˜ถ๎™Œ๎˜ƒ๎™…๎™Œ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™„๎™“๎™๎™Œ๎™†๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™๎˜ƒ๎™ฉ๎™๎™…๎™Œ๎™—๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜ƒ๎™‘๎™’๎˜ƒ๎™ˆ๎™–๎˜ƒ๎™˜๎™‘๎˜ƒ๎™—๎™ˆ๎™๎™„๎˜ƒ๎™‘๎™˜๎™ˆ๎™™๎™’๎˜๎˜ƒ๎™ˆ๎™‘๎˜ƒ
๎™๎™’๎™–๎˜ƒ๎™พ๎™๎™—๎™Œ๎™๎™’๎™–๎˜ƒ๎™‡๎™Œ๎™ˆ๎™๎˜ƒ๎™„๎™ธ๎™’๎™–๎˜ƒ๎™‹๎™„๎˜ƒ๎™—๎™ˆ๎™‘๎™Œ๎™‡๎™’๎˜ƒ๎™˜๎™‘๎˜ƒ๎™†๎™•๎™ˆ๎™†๎™Œ๎™๎™Œ๎™ˆ๎™‘๎™—๎™’๎˜ƒ๎™Œ๎™๎™“๎™„๎™•๎™„๎™…๎™๎™ˆ๎˜‘๎˜ƒ๎˜ง๎™ˆ๎™–๎™‡๎™ˆ๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™“๎™•๎™Œ๎™๎™ˆ๎™•๎™’๎™–๎˜ƒ๎™“๎™Œ๎™„๎™‘๎™’๎™–๎˜ƒ๎™๎™ˆ๎™†๎™ฉ๎™‘๎™Œ๎™†๎™’๎™–๎˜๎˜ƒ
๎™“๎™„๎™–๎™„๎™‘๎™‡๎™’๎˜ƒ๎™“๎™’๎™•๎˜ƒ๎™–๎™Œ๎™‘๎™—๎™ˆ๎™—๎™Œ๎™๎™„๎™‡๎™’๎™•๎™ˆ๎™–๎˜๎˜ƒ๎™–๎™’๎™‰๎™—๎™š๎™„๎™•๎™ˆ๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™Œ๎™Š๎™Œ๎™—๎™„๎™๎˜ƒ๎™œ๎˜ƒ๎™๎™„๎˜ƒ๎™„๎™“๎™๎™Œ๎™†๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™—๎™ˆ๎™†๎™‘๎™’๎™๎™’๎™Š๎™ด๎™„๎˜ƒ
๎™ˆ๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜ƒ๎™‹๎™„๎™‘๎˜ƒ๎™–๎™Œ๎™‡๎™’๎˜ƒ๎™˜๎™‘๎˜ƒ๎™“๎™„๎™—๎™•๎™น๎™‘๎˜ƒ๎™–๎™’๎™†๎™Œ๎™„๎™๎˜ƒ๎˜‹๎˜ซ๎™ˆ๎™•๎™•๎™ˆ๎™๎™„๎™‘๎™–๎˜ƒ๎™œ๎˜ƒ๎˜ฆ๎™‹๎™ˆ๎™š๎˜๎˜ƒ๎˜•๎˜“๎˜”๎˜š๎˜Œ๎˜‘๎˜ƒ๎˜ซ๎™’๎™œ๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™‡๎™ด๎™„๎˜๎˜ƒ๎™๎™„๎˜ƒ
๎™๎™๎™ˆ๎™Š๎™„๎™‡๎™„๎˜ƒ๎™„๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ๎™ˆ๎™–๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ๎™•๎™ˆ๎™™๎™’๎™๎™˜๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎™‘๎™—๎™•๎™’๎˜ƒ๎™‡๎™ˆ๎™๎˜ƒ๎™“๎™•๎™’๎™“๎™Œ๎™’๎˜ƒ๎™†๎™„๎™๎™…๎™Œ๎™’๎˜๎˜ƒ๎™œ๎™„๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™“๎™ˆ๎™•๎™๎™Œ๎™—๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ
๎™„๎™˜๎™—๎™’๎™๎™„๎™—๎™Œ๎™๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™“๎™•๎™’๎™†๎™ˆ๎™–๎™’๎™–๎˜ƒ๎™œ๎˜ƒ๎™ˆ๎™๎˜ƒ๎™๎™˜๎™ˆ๎™Š๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™ˆ๎™–๎™—๎™•๎™˜๎™†๎™—๎™˜๎™•๎™„๎™–๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎™ˆ๎™–๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™๎™„๎™œ๎™’๎™•๎™ด๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™†๎™„๎™–๎™’๎™–๎˜ƒ
๎™‘๎™’๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™‡๎™„๎™•๎™ด๎™„๎™‘๎˜ƒ๎™–๎™Œ๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™•๎™™๎™ˆ๎™‘๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™„๎™๎™Š๎™’๎™•๎™Œ๎™—๎™๎™’๎™–๎˜ƒ๎™„๎™๎™—๎™„๎™๎™ˆ๎™‘๎™—๎™ˆ๎˜ƒ๎™ˆ๎™‘๎™—๎™•๎™ˆ๎™‘๎™„๎™‡๎™’๎™–๎˜ƒ๎˜‹๎˜ฅ๎™•๎™Œ๎™’๎™—๎˜ƒ๎™ˆ๎™—๎˜ƒ๎™„๎™๎˜‘๎˜๎˜ƒ๎˜•๎˜“๎˜”๎˜œ๎˜Œ๎˜‘
Historia de la Tecnologรญa en la Mรบsica
๎˜จ๎™๎˜ƒ ๎™Œ๎™๎™“๎™„๎™†๎™—๎™’๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™๎™„๎˜ƒ ๎™—๎™ˆ๎™†๎™‘๎™’๎™๎™’๎™Š๎™ด๎™„๎˜ƒ ๎™‹๎™„๎˜ƒ ๎™–๎™Œ๎™‡๎™’๎˜ƒ ๎™™๎™Œ๎™—๎™„๎™๎˜ƒ ๎™ˆ๎™‘๎˜ƒ ๎™ˆ๎™๎˜ƒ ๎™ฉ๎™๎™…๎™Œ๎™—๎™’๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™๎™„๎˜ƒ ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜‘๎˜ƒ ๎˜ง๎™ˆ๎™–๎™‡๎™ˆ๎˜ƒ ๎™๎™’๎™–๎˜ƒ ๎™“๎™•๎™Œ๎™๎™ˆ๎™•๎™’๎™–๎˜ƒ
๎™–๎™Œ๎™‘๎™—๎™ˆ๎™—๎™Œ๎™๎™„๎™‡๎™’๎™•๎™ˆ๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™„๎™ธ๎™’๎™–๎˜ƒ๎™–๎™ˆ๎™–๎™ˆ๎™‘๎™—๎™„๎˜ƒ๎™‹๎™„๎™–๎™—๎™„๎˜ƒ๎™ˆ๎™๎˜ƒ๎™†๎™˜๎™•๎™–๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™–๎™’๎™‰๎™—๎™š๎™„๎™•๎™ˆ๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜๎˜ƒ๎™๎™„๎˜ƒ
๎™—๎™ˆ๎™†๎™‘๎™’๎™๎™’๎™Š๎™ด๎™„๎˜ƒ๎™‹๎™„๎˜ƒ๎™–๎™Œ๎™‡๎™’๎˜ƒ๎™‡๎™ˆ๎™—๎™ˆ๎™•๎™๎™Œ๎™‘๎™„๎™‘๎™—๎™ˆ๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™†๎™„๎™๎™…๎™Œ๎™„๎™•๎˜ƒ๎™๎™„๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜‘๎˜ƒ๎˜ค๎™‘๎™—๎™ˆ๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™๎™ˆ๎™‘๎™†๎™Œ๎™’๎™‘๎™„๎™‡๎™’๎™–๎˜๎˜ƒ๎™๎™„๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜ƒ๎™–๎™ˆ๎˜ƒ
๎™๎™Œ๎™๎™Œ๎™—๎™„๎™…๎™„๎˜ƒ๎™ˆ๎™›๎™†๎™๎™˜๎™–๎™Œ๎™™๎™„๎™๎™ˆ๎™‘๎™—๎™ˆ๎˜ƒ๎™„๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™Œ๎™‘๎™–๎™—๎™•๎™˜๎™๎™ˆ๎™‘๎™—๎™’๎™–๎˜ƒ๎™„๎™†๎™พ๎™–๎™—๎™Œ๎™†๎™’๎™–๎˜ƒ๎˜‹๎™’๎˜๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™–๎™˜๎˜ƒ๎™‡๎™ˆ๎™‰๎™ˆ๎™†๎™—๎™’๎˜๎˜ƒ๎™„๎˜ƒ๎™๎™„๎˜ƒ๎™ˆ๎™–๎™†๎™•๎™Œ๎™—๎™˜๎™•๎™„๎˜ƒ๎™๎™„๎™‘๎™˜๎™„๎™๎˜ƒ๎™‡๎™ˆ๎˜ƒ
๎™๎™„๎™–๎˜ƒ๎™“๎™„๎™•๎™—๎™Œ๎™—๎™˜๎™•๎™„๎™–๎˜Œ๎˜‘๎˜ƒ๎˜ฏ๎™„๎˜ƒ๎™๎™๎™ˆ๎™Š๎™„๎™‡๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™Š๎™•๎™„๎™…๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™๎™„๎™Š๎™‘๎™ฐ๎™—๎™Œ๎™†๎™„๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™“๎™•๎™Œ๎™๎™ˆ๎™•๎™„๎˜ƒ๎™๎™Œ๎™—๎™„๎™‡๎˜ƒ๎™‡๎™ˆ๎™๎˜ƒ๎™–๎™Œ๎™Š๎™๎™’๎˜ƒ๎˜ป๎˜ป๎˜ƒ๎™“๎™ˆ๎™•๎™๎™Œ๎™—๎™Œ๎™น๎˜ƒ
๎™‘๎™˜๎™ˆ๎™™๎™„๎™–๎˜ƒ๎™๎™„๎™‘๎™ˆ๎™•๎™„๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™ˆ๎™›๎™“๎™ˆ๎™•๎™Œ๎™๎™ˆ๎™‘๎™—๎™„๎™•๎˜ƒ๎™ˆ๎™๎˜ƒ๎™–๎™’๎™‘๎™Œ๎™‡๎™’๎˜๎˜ƒ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™Œ๎™ˆ๎™‘๎™‡๎™’๎˜ƒ๎™„๎™–๎™ด๎˜ƒ๎™ˆ๎™๎˜ƒ๎™“๎™•๎™Œ๎™๎™ˆ๎™•๎˜ƒ๎™๎™’๎™‡๎™ˆ๎™๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™†๎™Œ๎™น๎™‘๎˜ƒ
๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜ƒ๎™„๎™†๎™—๎™˜๎™„๎™๎˜‘
๎˜จ๎™–๎™—๎™’๎™–๎˜ƒ ๎™‘๎™˜๎™ˆ๎™™๎™’๎™–๎˜ƒ ๎™„๎™™๎™„๎™‘๎™†๎™ˆ๎™–๎˜ƒ ๎™‰๎™’๎™๎™ˆ๎™‘๎™—๎™„๎™•๎™’๎™‘๎˜ƒ ๎™๎™„๎˜ƒ ๎™ˆ๎™›๎™“๎™๎™’๎™•๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™‘๎™˜๎™ˆ๎™™๎™„๎™–๎˜ƒ ๎™—๎™ฐ๎™†๎™‘๎™Œ๎™†๎™„๎™–๎˜ƒ ๎™œ๎˜ƒ ๎™๎™„๎˜ƒ ๎™Œ๎™‘๎™†๎™’๎™•๎™“๎™’๎™•๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ ๎™‡๎™ˆ๎˜ƒ
๎™•๎™ˆ๎™†๎™˜๎™•๎™–๎™’๎™–๎˜ƒ๎™ˆ๎™๎™ˆ๎™†๎™—๎™•๎™น๎™‘๎™Œ๎™†๎™’๎™–๎˜๎˜ƒ๎™‡๎™„๎™‘๎™‡๎™’๎˜ƒ๎™„๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™’๎™–๎˜ƒ๎™œ๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™—๎™’๎™•๎™ˆ๎™–๎˜ƒ๎™‘๎™˜๎™ˆ๎™™๎™„๎™–๎˜ƒ๎™’๎™“๎™’๎™•๎™—๎™˜๎™‘๎™Œ๎™‡๎™„๎™‡๎™ˆ๎™–๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™‡๎™ˆ๎™–๎™„๎™•๎™•๎™’๎™๎™๎™„๎™•๎˜ƒ
๎™–๎™˜๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™—๎™Œ๎™™๎™Œ๎™‡๎™„๎™‡๎˜‘
๎˜ธ๎™‘๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™ˆ๎™—๎™„๎™“๎™„๎™–๎˜ƒ๎™๎™ฉ๎™–๎˜ƒ๎™–๎™’๎™…๎™•๎™ˆ๎™–๎™„๎™๎™Œ๎™ˆ๎™‘๎™—๎™ˆ๎™–๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™–๎™—๎™„๎˜ƒ๎™ˆ๎™™๎™’๎™๎™˜๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‰๎™˜๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™™๎™ˆ๎™‘๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎™๎˜ƒ๎™–๎™Œ๎™‘๎™—๎™ˆ๎™—๎™Œ๎™๎™„๎™‡๎™’๎™•๎˜ƒ๎˜ฐ๎™’๎™’๎™Š๎˜๎˜ƒ
๎™•๎™ˆ๎™„๎™๎™Œ๎™๎™„๎™‡๎™’๎˜ƒ๎™“๎™’๎™•๎˜ƒ๎˜ต๎™’๎™…๎™ˆ๎™•๎™—๎˜ƒ๎˜ฐ๎™’๎™’๎™Š๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎˜”๎˜œ๎˜™๎˜—๎˜๎˜ƒ๎™“๎™˜๎™ˆ๎™–๎˜ƒ๎™๎™ˆ๎™‡๎™Œ๎™„๎™‘๎™—๎™ˆ๎˜ƒ๎™†๎™Œ๎™•๎™†๎™˜๎™Œ๎™—๎™’๎™–๎˜ƒ๎™„๎™‘๎™„๎™๎™น๎™Š๎™Œ๎™†๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™“๎™’๎™†๎™’๎˜ƒ๎™—๎™„๎™๎™„๎™ธ๎™’๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™“๎™’๎™‡๎™ด๎™„๎˜ƒ
๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™•๎˜ƒ๎™–๎™’๎™‘๎™Œ๎™‡๎™’๎™–๎˜ƒ๎™ˆ๎™๎™ˆ๎™†๎™—๎™•๎™น๎™‘๎™Œ๎™†๎™’๎™–๎˜‘๎˜ƒ๎˜ง๎™˜๎™•๎™„๎™‘๎™—๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™‡๎™ฐ๎™†๎™„๎™‡๎™„๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎˜”๎˜œ๎˜š๎˜“๎˜ƒ๎™œ๎˜ƒ๎˜”๎˜œ๎˜›๎˜“๎˜ƒ๎™ˆ๎™•๎™„๎™‘๎˜ƒ๎™—๎™„๎™๎™…๎™Œ๎™ฐ๎™‘๎˜ƒ๎™†๎™’๎™‘๎™–๎™ˆ๎™Š๎™˜๎™Œ๎™‡๎™’๎™–๎˜ƒ
๎™„๎™๎™Š๎™˜๎™‘๎™’๎™–๎˜ƒ ๎™๎™’๎™‡๎™ˆ๎™๎™’๎™–๎˜ƒ ๎™Œ๎™†๎™น๎™‘๎™Œ๎™†๎™’๎™–๎˜ƒ ๎™†๎™’๎™๎™’๎˜ƒ ๎™ˆ๎™๎˜ƒ ๎˜ผ๎™„๎™๎™„๎™‹๎™„๎˜ƒ ๎˜ง๎˜ป๎˜š๎˜ƒ ๎™œ๎˜ƒ ๎™ˆ๎™๎˜ƒ ๎˜ต๎™’๎™๎™„๎™‘๎™‡๎˜ƒ ๎˜ญ๎™˜๎™“๎™Œ๎™—๎™ˆ๎™•๎˜๎˜›๎˜๎˜ƒ ๎™”๎™˜๎™ˆ๎˜ƒ ๎™„๎™๎™“๎™๎™Œ๎™„๎™…๎™„๎™‘๎˜ƒ
๎™†๎™’๎™‘๎™–๎™Œ๎™‡๎™ˆ๎™•๎™„๎™…๎™๎™ˆ๎™๎™ˆ๎™‘๎™—๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™“๎™’๎™–๎™Œ๎™…๎™Œ๎™๎™Œ๎™‡๎™„๎™‡๎™ˆ๎™–๎˜ƒ๎™–๎™’๎™‘๎™’๎™•๎™„๎™–๎˜ƒ๎™๎™ˆ๎™‡๎™Œ๎™„๎™‘๎™—๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™–๎™ด๎™‘๎™—๎™ˆ๎™–๎™Œ๎™–๎˜ƒ๎˜ฉ๎˜ฐ๎˜ƒ๎˜‹๎™‰๎™•๎™ˆ๎™†๎™˜๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™๎™’๎™‡๎™˜๎™๎™„๎™‡๎™„๎˜Œ๎˜ƒ๎™œ๎˜ƒ
๎™๎™„๎˜ƒ๎™–๎™ด๎™‘๎™—๎™ˆ๎™–๎™Œ๎™–๎˜ƒ๎™„๎™‘๎™„๎™๎™น๎™Š๎™Œ๎™†๎™„๎˜‘๎˜ƒ๎˜จ๎™–๎™—๎™’๎™–๎˜ƒ๎™–๎™Œ๎™‘๎™—๎™ˆ๎™—๎™Œ๎™๎™„๎™‡๎™’๎™•๎™ˆ๎™–๎˜ƒ๎™‘๎™’๎˜ƒ๎™‰๎™˜๎™ˆ๎™•๎™’๎™‘๎˜ƒ๎™–๎™’๎™๎™„๎™๎™ˆ๎™‘๎™—๎™ˆ๎˜ƒ๎™‰๎™˜๎™‘๎™‡๎™„๎™๎™ˆ๎™‘๎™—๎™„๎™๎™ˆ๎™–๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™ˆ๎™™๎™’๎™๎™˜๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ
๎™๎™„๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜ƒ๎™ˆ๎™๎™ˆ๎™†๎™—๎™•๎™น๎™‘๎™Œ๎™†๎™„๎˜๎˜ƒ๎™–๎™Œ๎™‘๎™’๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™—๎™„๎™๎™…๎™Œ๎™ฐ๎™‘๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™†๎™’๎™‘๎™–๎™—๎™Œ๎™—๎™˜๎™œ๎™ˆ๎™•๎™’๎™‘๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™˜๎™‘๎˜ƒ๎™‰๎™„๎™†๎™—๎™’๎™•๎˜ƒ๎™Œ๎™๎™“๎™’๎™•๎™—๎™„๎™‘๎™—๎™ˆ๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™๎˜ƒ๎™‡๎™ˆ๎™–๎™„๎™•๎™•๎™’๎™๎™๎™’๎˜ƒ
๎™‡๎™ˆ๎˜ƒ๎™‘๎™˜๎™ˆ๎™™๎™’๎™–๎˜ƒ๎™Š๎™ฐ๎™‘๎™ˆ๎™•๎™’๎™–๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎™ˆ๎™–๎˜ƒ๎™†๎™’๎™๎™’๎˜ƒ๎™ˆ๎™๎˜ƒ๎™–๎™œ๎™‘๎™—๎™‹๎˜๎™“๎™’๎™“๎˜ƒ๎™œ๎˜ƒ๎™ˆ๎™๎˜ƒ๎™—๎™ˆ๎™†๎™‹๎™‘๎™’๎˜‘๎˜ƒ๎˜ณ๎™’๎™•๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™„๎™“๎™„๎™†๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™—๎™ˆ๎™‘๎™ด๎™„๎™‘๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ
๎™๎™’๎™‡๎™Œ๎šฟ๎™†๎™„๎™•๎˜ƒ๎™œ๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™•๎˜ƒ๎™‘๎™˜๎™ˆ๎™™๎™’๎™–๎˜ƒ๎™–๎™’๎™‘๎™Œ๎™‡๎™’๎™–๎˜๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™„๎™•๎™—๎™Œ๎™–๎™—๎™„๎™–๎˜ƒ๎™“๎™˜๎™‡๎™Œ๎™ˆ๎™•๎™’๎™‘๎˜ƒ๎™‡๎™ˆ๎™–๎™„๎™•๎™•๎™’๎™๎™๎™„๎™•๎˜ƒ๎™‘๎™˜๎™ˆ๎™™๎™„๎™–๎˜ƒ๎™—๎™ˆ๎™›๎™—๎™˜๎™•๎™„๎™–๎˜ƒ๎™œ๎˜ƒ๎™—๎™Œ๎™๎™…๎™•๎™ˆ๎™–๎˜๎˜ƒ
๎™๎™„๎™–๎˜ƒ๎™†๎™˜๎™„๎™๎™ˆ๎™–๎˜ƒ๎™ˆ๎™‘๎™•๎™Œ๎™”๎™˜๎™ˆ๎™†๎™ˆ๎™•๎™ด๎™„๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜ƒ๎™œ๎˜ƒ๎™„๎™๎™“๎™๎™Œ๎™„๎™•๎™ด๎™„๎™‘๎˜ƒ๎™–๎™˜๎™–๎˜ƒ๎™“๎™’๎™–๎™Œ๎™…๎™Œ๎™๎™Œ๎™‡๎™„๎™‡๎™ˆ๎™–๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™—๎™Œ๎™™๎™„๎™–๎˜‘
๎˜ฏ๎™„๎˜ƒ๎™๎™๎™ˆ๎™Š๎™„๎™‡๎™„๎˜ƒ๎™‡๎™ˆ๎™๎˜ƒ๎˜ฐ๎˜ฌ๎˜ง๎˜ฌ๎˜ƒ๎˜‹๎˜ฐ๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜ƒ๎˜ฌ๎™‘๎™–๎™—๎™•๎™˜๎™๎™ˆ๎™‘๎™—๎˜ƒ๎˜ง๎™Œ๎™Š๎™Œ๎™—๎™„๎™๎˜ƒ๎˜ฌ๎™‘๎™—๎™ˆ๎™•๎™‰๎™„๎™†๎™ˆ๎˜Œ๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™‡๎™ฐ๎™†๎™„๎™‡๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎˜”๎˜œ๎˜œ๎˜“๎˜ƒ๎™๎™„๎™•๎™†๎™น๎˜ƒ๎™˜๎™‘๎˜ƒ
Uso de la inteligencia arti๎ฃšcial en la composiciรณn musical: Avances, desafรญos y perspectivas. pp. 226 - 235 /
Volumen 6, nรบmero 3 / DOI: https://doi.org/10.37431/conectividad.v6i3.308
Fecha de recepciรณn: 24 / 03 / 2025
Fecha de aceptaciรณn: 17 / 04 / 2025
Fecha de publicaciรณn: 18 / 07 / 2025
Instituto Superior Tecnolรณgico Universitario Rumiรฑahui
228
๎™“๎™˜๎™‘๎™—๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™Œ๎™‘๎›€๎™ˆ๎™›๎™Œ๎™น๎™‘๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™๎˜ƒ๎™ˆ๎™‘๎™—๎™ˆ๎™‘๎™‡๎™Œ๎™๎™Œ๎™ˆ๎™‘๎™—๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™Œ๎™‘๎™–๎™—๎™•๎™˜๎™๎™ˆ๎™‘๎™—๎™’๎™–๎˜ƒ๎™ˆ๎™๎™ˆ๎™†๎™—๎™•๎™น๎™‘๎™Œ๎™†๎™’๎™–๎˜๎˜ƒ๎™“๎™•๎™’๎™“๎™’๎™•๎™†๎™Œ๎™’๎™‘๎™ฉ๎™‘๎™‡๎™’๎™๎™ˆ๎™–๎˜๎˜ƒ
๎™“๎™ˆ๎™•๎™’๎˜ƒ๎™‘๎™’๎˜ƒ๎™๎™Œ๎™๎™Œ๎™—๎™ฉ๎™‘๎™‡๎™’๎™–๎™ˆ๎˜๎˜ƒ๎™„๎˜ƒ๎™๎™„๎˜ƒ๎™–๎™Œ๎™‘๎™†๎™•๎™’๎™‘๎™Œ๎™๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™ˆ๎™›๎™„๎™†๎™—๎™„๎˜ƒ๎™ˆ๎™‘๎™—๎™•๎™ˆ๎˜ƒ๎™–๎™Œ๎™‘๎™—๎™ˆ๎™—๎™Œ๎™๎™„๎™‡๎™’๎™•๎™ˆ๎™–๎˜๎˜ƒ๎™–๎™ˆ๎™†๎™˜๎™ˆ๎™‘๎™†๎™Œ๎™„๎™‡๎™’๎™•๎™ˆ๎™–๎˜๎˜ƒ๎™œ๎˜ƒ๎™–๎™„๎™๎™“๎™๎™ˆ๎™•๎™–๎˜‘๎˜ƒ
๎˜จ๎™–๎™—๎™„๎˜ƒ๎™—๎™ˆ๎™†๎™‘๎™’๎™๎™’๎™Š๎™ด๎™„๎˜ƒ๎™‰๎™„๎™†๎™Œ๎™๎™Œ๎™—๎™น๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™Š๎™•๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™—๎™’๎™‡๎™’๎™–๎˜ƒ๎™ˆ๎™–๎™—๎™’๎™–๎˜ƒ๎™‡๎™Œ๎™–๎™“๎™’๎™–๎™Œ๎™—๎™Œ๎™™๎™’๎™–๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™๎˜ƒ๎™“๎™•๎™’๎™†๎™ˆ๎™–๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™†๎™Œ๎™น๎™‘๎˜ƒ
๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜๎˜ƒ๎™„๎™‡๎™ˆ๎™๎™ฉ๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™–๎™ˆ๎™•๎˜ƒ๎™ˆ๎™๎˜ƒ๎™“๎™•๎™ˆ๎™†๎™˜๎™•๎™–๎™’๎™•๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™ˆ๎™–๎™—๎™„๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™—๎™•๎™„๎™…๎™„๎™๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™„๎™˜๎™‡๎™Œ๎™’๎˜ƒ๎™‡๎™Œ๎™Š๎™Œ๎™—๎™„๎™๎˜ƒ๎˜‹๎˜ง๎˜ค๎˜บ๎™–๎˜๎˜ƒ๎™ˆ๎™‘๎˜ƒ
๎™Œ๎™‘๎™Š๎™๎™ฐ๎™–๎˜Œ๎˜ƒ ๎™”๎™˜๎™ˆ๎˜ƒ ๎™†๎™’๎™‘๎™’๎™†๎™ˆ๎™๎™’๎™–๎˜ƒ ๎™‹๎™’๎™œ๎˜ƒ ๎™ˆ๎™‘๎˜ƒ ๎™‡๎™ด๎™„๎˜๎˜ƒ ๎™†๎™’๎™๎™’๎˜ƒ ๎˜ณ๎™•๎™’๎˜ƒ ๎˜ท๎™’๎™’๎™๎™–๎˜๎˜ƒ๎˜ฑ๎™˜๎™ˆ๎™‘๎™‡๎™’๎˜ƒ ๎™’๎˜ƒ๎˜ฏ๎™’๎™Š๎™Œ๎™†๎˜ƒ ๎˜ณ๎™•๎™’๎˜๎˜ƒ๎™ˆ๎™—๎™†๎˜‘๎˜ƒ๎˜ท๎™’๎™‡๎™„๎™–๎˜ƒ๎™ˆ๎™–๎™—๎™„๎™–๎˜ƒ
๎™‹๎™ˆ๎™•๎™•๎™„๎™๎™Œ๎™ˆ๎™‘๎™—๎™„๎™–๎˜ƒ๎™”๎™˜๎™ˆ๎˜๎˜ƒ๎™„๎™˜๎™‘๎™„๎™‡๎™„๎™–๎˜๎˜ƒ๎™“๎™ˆ๎™•๎™๎™Œ๎™—๎™Œ๎™ˆ๎™•๎™’๎™‘๎˜ƒ๎™–๎™Œ๎™–๎™—๎™ˆ๎™๎™„๎™—๎™Œ๎™๎™„๎™•๎˜ƒ๎™ˆ๎™๎˜ƒ๎™“๎™•๎™’๎™†๎™ˆ๎™‡๎™Œ๎™๎™Œ๎™ˆ๎™‘๎™—๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™Š๎™•๎™„๎™…๎™„๎™†๎™Œ๎™น๎™‘๎˜๎˜ƒ๎™๎™„๎˜ƒ๎™ˆ๎™‡๎™Œ๎™†๎™Œ๎™น๎™‘๎˜๎˜ƒ
๎™๎™„๎˜ƒ๎™๎™ˆ๎™๎™†๎™๎™„๎˜๎˜ƒ๎™ˆ๎™‘๎™—๎™•๎™ˆ๎˜ƒ๎™’๎™—๎™•๎™’๎™–๎˜๎˜ƒ๎™œ๎˜ƒ๎™’๎™‰๎™•๎™ˆ๎™†๎™ˆ๎™•๎˜ƒ๎™„๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™—๎™’๎™•๎™ˆ๎™–๎˜ƒ๎™œ๎˜ƒ๎™„๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™—๎™’๎™•๎™ˆ๎™–๎˜ƒ๎™˜๎™‘๎˜ƒ๎™Œ๎™๎™…๎™„๎™—๎™Œ๎™…๎™๎™ˆ๎˜ƒ๎™†๎™„๎™๎™“๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ
๎™๎™„๎™‘๎™Œ๎™’๎™…๎™•๎™„๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™๎™„๎™‘๎™ˆ๎™๎™„๎™•๎˜ƒ๎™ˆ๎™๎˜ƒ๎™„๎™˜๎™‡๎™Œ๎™’๎˜ƒ๎™œ๎˜ƒ๎™ˆ๎™›๎™“๎™ˆ๎™•๎™Œ๎™๎™ˆ๎™‘๎™—๎™„๎™•๎˜ƒ๎™†๎™’๎™‘๎˜ƒ๎™—๎™’๎™‡๎™’๎˜ƒ๎™—๎™Œ๎™“๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™—๎™ฐ๎™†๎™‘๎™Œ๎™†๎™„๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™†๎™Œ๎™น๎™‘๎˜‘
๎˜ง๎™ˆ๎™–๎™‡๎™ˆ๎˜ƒ๎™ˆ๎™๎˜ƒ๎™Œ๎™‘๎™Œ๎™†๎™Œ๎™’๎˜ƒ๎™‡๎™ˆ๎™๎˜ƒ๎™‘๎™˜๎™ˆ๎™™๎™’๎˜ƒ๎™๎™Œ๎™๎™ˆ๎™‘๎™Œ๎™’๎˜๎˜ƒ๎™Œ๎™๎™“๎™˜๎™๎™–๎™„๎™‡๎™’๎˜ƒ๎™“๎™’๎™•๎˜ƒ๎™๎™„๎˜ƒ๎™ˆ๎™›๎™“๎™„๎™‘๎™–๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎™๎˜ƒ๎™๎™˜๎™‘๎™‡๎™’๎˜ƒ๎™‡๎™ˆ๎™๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™•๎™‘๎™ˆ๎™—๎˜ƒ ๎™œ๎˜ƒ ๎™ˆ๎™๎˜ƒ
๎™‡๎™ˆ๎™–๎™„๎™•๎™•๎™’๎™๎™๎™’๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™๎™„๎˜ƒ ๎™†๎™’๎™๎™“๎™˜๎™—๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ ๎™ˆ๎™‘๎˜ƒ ๎™๎™„๎˜ƒ ๎™‘๎™˜๎™…๎™ˆ๎˜๎˜ƒ ๎™ˆ๎™๎™“๎™ˆ๎™๎™„๎™•๎™’๎™‘๎˜ƒ ๎™„๎˜ƒ ๎™„๎™“๎™„๎™•๎™ˆ๎™†๎™ˆ๎™•๎˜ƒ ๎™‹๎™ˆ๎™•๎™•๎™„๎™๎™Œ๎™ˆ๎™‘๎™—๎™„๎™–๎˜ƒ ๎™”๎™˜๎™ˆ๎˜ƒ ๎™‹๎™Œ๎™†๎™Œ๎™ˆ๎™•๎™’๎™‘๎˜ƒ
๎™˜๎™–๎™’๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ ๎™„๎™“๎™๎™Œ๎™†๎™„๎™‡๎™„๎˜ƒ ๎™„๎˜ƒ ๎™๎™„๎˜ƒ ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™น๎™‘๎˜ƒ ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜‘๎˜ƒ ๎˜ฆ๎™’๎™‘๎˜ƒ ๎™ˆ๎™๎˜ƒ ๎™†๎™•๎™ˆ๎™†๎™Œ๎™๎™Œ๎™ˆ๎™‘๎™—๎™’๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™๎™„๎˜ƒ
๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ๎™œ๎˜ƒ๎™‡๎™ˆ๎™๎˜ƒ๎™๎™„๎™†๎™‹๎™Œ๎™‘๎™ˆ๎˜ƒ๎™๎™ˆ๎™„๎™•๎™‘๎™Œ๎™‘๎™Š๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™ˆ๎™๎™“๎™ˆ๎™๎™„๎™•๎™’๎™‘๎˜ƒ๎™„๎˜ƒ๎™ˆ๎™๎™“๎™๎™ˆ๎™„๎™•๎˜ƒ๎™„๎™๎™Š๎™’๎™•๎™Œ๎™—๎™๎™’๎™–๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™ˆ๎™›๎™—๎™•๎™„๎™ˆ๎™•๎˜ƒ
๎™ˆ๎™–๎™—๎™•๎™˜๎™†๎™—๎™˜๎™•๎™„๎™–๎˜ƒ๎™œ๎˜ƒ๎™“๎™„๎™—๎™•๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™Š๎™•๎™„๎™‘๎™‡๎™ˆ๎™–๎˜ƒ๎™™๎™’๎™๎™พ๎™๎™ˆ๎™‘๎™ˆ๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™‡๎™„๎™—๎™’๎™–๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎™ˆ๎™–๎˜๎˜ƒ๎™๎™’๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™“๎™ˆ๎™•๎™๎™Œ๎™—๎™ด๎™„๎˜ƒ๎™๎™„๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ
๎™‡๎™ˆ๎˜ƒ ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ ๎™…๎™„๎™–๎™„๎™‡๎™„๎™–๎˜ƒ ๎™ˆ๎™‘๎˜ƒ ๎™๎™’๎™‡๎™ˆ๎™๎™’๎™–๎˜ƒ ๎™ˆ๎™–๎™—๎™„๎™‡๎™ด๎™–๎™—๎™Œ๎™†๎™’๎™–๎˜ƒ ๎™œ๎˜ƒ ๎™•๎™ˆ๎™‡๎™ˆ๎™–๎˜ƒ ๎™‘๎™ˆ๎™˜๎™•๎™’๎™‘๎™„๎™๎™ˆ๎™–๎˜ƒ ๎˜‹๎˜ฅ๎™•๎™Œ๎™’๎™—๎˜ƒ ๎™ˆ๎™—๎˜ƒ ๎™„๎™๎˜‘๎˜๎˜ƒ ๎˜•๎˜“๎˜”๎˜œ๎˜Œ๎˜‘๎˜ƒ
๎˜จ๎™–๎™ˆ๎˜ƒ๎™„๎™™๎™„๎™‘๎™†๎™ˆ๎˜ƒ๎™‰๎™’๎™๎™ˆ๎™‘๎™—๎™น๎˜ƒ๎™๎™„๎˜ƒ๎™ˆ๎™›๎™“๎™ˆ๎™•๎™Œ๎™๎™ˆ๎™‘๎™—๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™œ๎˜ƒ๎™๎™„๎˜ƒ๎™“๎™ˆ๎™•๎™–๎™’๎™‘๎™„๎™๎™Œ๎™๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™„๎˜ƒ๎™“๎™’๎™•๎˜ƒ๎˜ฌ๎˜ค๎˜๎˜ƒ
๎™œ๎™„๎˜ƒ๎™“๎™’๎™‡๎™•๎™ด๎™„๎™‘๎˜ƒ๎™†๎™’๎™‘๎™–๎™Œ๎™‡๎™ˆ๎™•๎™„๎™•๎™–๎™ˆ๎˜ƒ๎™†๎™’๎™๎™’๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™“๎™•๎™ˆ๎™†๎™˜๎™•๎™–๎™’๎™•๎™ˆ๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™—๎™ˆ๎™†๎™‘๎™’๎™๎™’๎™Š๎™ด๎™„๎™–๎˜ƒ๎™„๎™†๎™—๎™˜๎™„๎™๎™ˆ๎™–๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™๎˜ƒ๎™ฉ๎™๎™…๎™Œ๎™—๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ
๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜‘๎˜ƒ
๎˜จ๎™‘๎˜ƒ ๎™๎™„๎˜ƒ ๎™„๎™†๎™—๎™˜๎™„๎™๎™Œ๎™‡๎™„๎™‡๎˜๎˜ƒ ๎™๎™„๎˜ƒ ๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ ๎™ˆ๎™–๎™—๎™ฉ๎˜ƒ ๎™—๎™ˆ๎™‘๎™Œ๎™ˆ๎™‘๎™‡๎™’๎˜ƒ ๎™˜๎™‘๎˜ƒ ๎™•๎™’๎™๎˜ƒ ๎™‰๎™˜๎™‘๎™‡๎™„๎™๎™ˆ๎™‘๎™—๎™„๎™๎˜ƒ ๎™‡๎™ˆ๎™‘๎™—๎™•๎™’๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™๎™„๎˜ƒ
๎™„๎™˜๎™—๎™’๎™๎™„๎™—๎™Œ๎™๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™‡๎™Œ๎™–๎™—๎™Œ๎™‘๎™—๎™’๎™–๎˜ƒ ๎™“๎™„๎™–๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎™๎˜ƒ ๎™“๎™•๎™’๎™†๎™ˆ๎™–๎™’๎˜ƒ ๎™†๎™•๎™ˆ๎™„๎™—๎™Œ๎™™๎™’๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ ๎™‡๎™„๎™‘๎˜ƒ ๎™“๎™Œ๎™ˆ๎˜ƒ ๎™„๎˜ƒ ๎™”๎™˜๎™ˆ๎˜ƒ๎™๎™’๎™–๎˜ƒ ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™—๎™’๎™•๎™ˆ๎™–๎˜ƒ
๎™–๎™ˆ๎˜ƒ๎™„๎™๎™“๎™๎™ด๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™›๎™“๎™•๎™ˆ๎™–๎™Œ๎™™๎™„๎™๎™ˆ๎™‘๎™—๎™ˆ๎˜‘๎˜ƒ๎˜ซ๎™ˆ๎™•๎™•๎™„๎™๎™Œ๎™ˆ๎™‘๎™—๎™„๎™–๎˜ƒ๎™†๎™’๎™๎™’๎˜ƒ๎˜ฐ๎™˜๎™–๎™ˆ๎˜ฑ๎™ˆ๎™—๎˜๎˜ƒ๎˜ฐ๎™„๎™Š๎™ˆ๎™‘๎™—๎™„๎˜ƒ๎™’๎˜ƒ๎˜ถ๎™˜๎™‘๎™’๎˜ƒ๎™‹๎™„๎™‘๎˜ƒ๎™๎™’๎™–๎™—๎™•๎™„๎™‡๎™’๎˜ƒ๎™–๎™ˆ๎™•๎˜ƒ
๎™†๎™„๎™“๎™„๎™†๎™ˆ๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™•๎˜ƒ๎™“๎™Œ๎™ˆ๎™๎™„๎™–๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ๎™Š๎™•๎™„๎™‘๎˜ƒ๎™™๎™„๎™•๎™Œ๎™ˆ๎™‡๎™„๎™‡๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™ˆ๎™–๎™—๎™Œ๎™๎™’๎™–๎˜ƒ๎™–๎™ˆ๎™Š๎™พ๎™‘๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™“๎™•๎™ˆ๎™‰๎™ˆ๎™•๎™ˆ๎™‘๎™†๎™Œ๎™„๎™–๎˜ƒ๎™‡๎™ˆ๎™๎˜ƒ๎™˜๎™–๎™˜๎™„๎™•๎™Œ๎™’๎˜ƒ๎™’๎˜ƒ
๎™“๎™’๎™•๎˜ƒ๎™•๎™ˆ๎™”๎™˜๎™ˆ๎™•๎™Œ๎™๎™Œ๎™ˆ๎™‘๎™—๎™’๎™–๎˜ƒ๎™ˆ๎™–๎™“๎™ˆ๎™†๎™ด๎šฟ๎™†๎™’๎™–๎˜‘๎˜ƒ๎˜จ๎™–๎™—๎™„๎™–๎˜ƒ๎™„๎™“๎™๎™Œ๎™†๎™„๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™“๎™ˆ๎™•๎™๎™Œ๎™—๎™ˆ๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™“๎™ˆ๎™•๎™–๎™’๎™‘๎™„๎™๎™Œ๎™๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎™๎˜ƒ๎™–๎™’๎™‘๎™Œ๎™‡๎™’๎˜๎˜ƒ๎™๎™„๎˜ƒ
๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™†๎™’๎™๎™“๎™๎™ˆ๎™๎™„๎˜ƒ๎™–๎™Œ๎™‘๎˜ƒ๎™—๎™ˆ๎™‘๎™ˆ๎™•๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™ˆ๎™‘๎™—๎™•๎™„๎™•๎˜ƒ๎™‡๎™Œ๎™•๎™ˆ๎™†๎™—๎™„๎™๎™ˆ๎™‘๎™—๎™ˆ๎˜ƒ๎™„๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™•๎˜ƒ๎™“๎™’๎™•๎˜ƒ๎™ˆ๎™๎˜ƒ๎™–๎™ˆ๎™•๎˜ƒ๎™‹๎™˜๎™๎™„๎™‘๎™’๎˜ƒ๎™œ๎˜ƒ๎™’๎™‰๎™•๎™ˆ๎™†๎™ˆ๎™‘๎˜ƒ
๎™‘๎™˜๎™ˆ๎™™๎™„๎™–๎˜ƒ๎™’๎™“๎™’๎™•๎™—๎™˜๎™‘๎™Œ๎™‡๎™„๎™‡๎™ˆ๎™–๎˜ƒ๎™—๎™„๎™‘๎™—๎™’๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™‡๎™˜๎™–๎™—๎™•๎™Œ๎™„๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜ƒ๎™†๎™’๎™๎™’๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™๎™„๎˜ƒ๎™ˆ๎™›๎™“๎™๎™’๎™•๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™„๎™•๎™—๎™ด๎™–๎™—๎™Œ๎™†๎™„๎˜‘
๎˜ฏ๎™„๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ๎™†๎™’๎™‘๎™—๎™Œ๎™‘๎™พ๎™„๎˜ƒ๎™–๎™˜๎˜ƒ๎™ˆ๎™™๎™’๎™๎™˜๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™œ๎˜ƒ ๎™–๎™Œ๎™ˆ๎™๎™“๎™•๎™ˆ๎˜ƒ ๎™™๎™„๎˜ƒ ๎™„๎˜ƒ๎™—๎™ˆ๎™‘๎™ˆ๎™•๎˜ƒ๎™˜๎™‘๎˜ƒ๎™Œ๎™๎™“๎™„๎™†๎™—๎™’๎˜ƒ๎™Œ๎™๎™“๎™’๎™•๎™—๎™„๎™‘๎™—๎™ˆ๎˜ƒ
๎™ˆ๎™‘๎˜ƒ ๎™๎™„๎˜ƒ ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™น๎™‘๎˜๎™Œ๎™‘๎™—๎™ˆ๎™•๎™“๎™•๎™ˆ๎™—๎™„๎™†๎™Œ๎™น๎™‘๎˜๎™“๎™•๎™’๎™‡๎™˜๎™†๎™†๎™Œ๎™น๎™‘๎˜ƒ ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜๎˜ƒ ๎™„๎™†๎™ˆ๎™•๎™†๎™„๎˜ƒ ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ ๎™”๎™˜๎™ˆ๎˜ƒ๎™–๎™ˆ๎˜ƒ ๎™Œ๎™•๎™ฉ๎™‘๎˜ƒ ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™Œ๎™ˆ๎™‘๎™‡๎™’๎˜ƒ
๎™‹๎™ˆ๎™•๎™•๎™„๎™๎™Œ๎™ˆ๎™‘๎™—๎™„๎™–๎˜ƒ๎™๎™ฉ๎™–๎˜ƒ ๎™„๎™™๎™„๎™‘๎™๎™„๎™‡๎™„๎™–๎˜‘๎˜ƒ๎˜จ๎™๎˜ƒ ๎™†๎™‹๎™„๎™๎™๎™ˆ๎™‘๎™Š๎™ˆ๎˜ƒ ๎™๎™ฉ๎™–๎˜ƒ๎™†๎™’๎™๎™“๎™๎™Œ๎™†๎™„๎™‡๎™’๎˜ƒ ๎™”๎™˜๎™ˆ๎˜ƒ๎™ˆ๎™–๎™—๎™’๎˜ƒ ๎™Œ๎™๎™“๎™๎™Œ๎™†๎™„๎˜ƒ ๎™–๎™ˆ๎™•๎™ฉ๎˜ƒ๎™ˆ๎™‘๎™†๎™’๎™‘๎™—๎™•๎™„๎™•๎˜ƒ
๎™ˆ๎™๎˜ƒ ๎™…๎™„๎™๎™„๎™‘๎™†๎™ˆ๎˜ƒ ๎™ˆ๎™‘๎™—๎™•๎™ˆ๎˜ƒ ๎™„๎™˜๎™—๎™’๎™๎™„๎™—๎™Œ๎™๎™„๎™•๎˜ƒ๎™œ๎˜ƒ ๎™‘๎™’๎˜ƒ ๎™“๎™ˆ๎™•๎™‡๎™ˆ๎™•๎˜ƒ ๎™๎™„๎˜ƒ ๎™†๎™•๎™ˆ๎™„๎™—๎™Œ๎™™๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™‹๎™˜๎™๎™„๎™‘๎™„๎˜๎˜ƒ ๎™ˆ๎™–๎˜ƒ ๎™‡๎™ˆ๎™†๎™Œ๎™•๎˜๎˜ƒ ๎™๎™„๎˜ƒ ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™†๎™Œ๎™น๎™‘๎˜ƒ ๎™‡๎™ˆ๎˜ƒ
๎™‹๎™ˆ๎™•๎™•๎™„๎™๎™Œ๎™ˆ๎™‘๎™—๎™„๎™–๎˜ƒ ๎™”๎™˜๎™ˆ๎˜ƒ ๎™‹๎™„๎™Š๎™„๎™‘๎˜ƒ ๎™”๎™˜๎™ˆ๎˜ƒ ๎™ˆ๎™–๎™—๎™’๎˜ƒ ๎™‘๎™’๎˜ƒ ๎™–๎™˜๎™–๎™—๎™Œ๎™—๎™˜๎™œ๎™„๎˜ƒ ๎™๎™„๎˜ƒ ๎™ˆ๎™›๎™“๎™•๎™ˆ๎™–๎™Œ๎™น๎™‘๎˜ƒ ๎™„๎™•๎™—๎™ด๎™–๎™—๎™Œ๎™†๎™„๎˜๎˜ƒ ๎™–๎™Œ๎™‘๎™’๎˜ƒ ๎™”๎™˜๎™ˆ๎˜ƒ ๎™๎™„๎˜ƒ ๎™„๎™œ๎™˜๎™‡๎™ˆ๎™‘๎˜ƒ ๎™„๎˜ƒ
๎™†๎™’๎™๎™“๎™๎™ˆ๎™๎™ˆ๎™‘๎™—๎™„๎™•๎™๎™„๎˜‘๎˜ƒ ๎˜ฏ๎™„๎˜ƒ ๎™†๎™๎™„๎™™๎™ˆ๎˜ƒ ๎™ˆ๎™–๎™—๎™ฉ๎˜๎˜ƒ ๎™“๎™˜๎™ˆ๎™–๎˜๎˜ƒ ๎™ˆ๎™‘๎˜ƒ ๎™ˆ๎™›๎™—๎™•๎™„๎™ˆ๎™•๎˜ƒ ๎™๎™’๎™–๎˜ƒ ๎™“๎™•๎™’๎™–๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™๎™„๎˜ƒ ๎˜ฌ๎˜ค๎˜๎˜ƒ ๎™ˆ๎™‘๎™—๎™ˆ๎™‘๎™‡๎™ˆ๎™•๎™๎™„๎˜ƒ ๎™†๎™’๎™๎™’๎˜ƒ ๎™˜๎™‘๎™„๎˜ƒ
๎™ˆ๎™›๎™—๎™ˆ๎™‘๎™–๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ ๎™†๎™•๎™ˆ๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™—๎™Œ๎™™๎™„๎˜ƒ๎™œ๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜๎˜ƒ๎™“๎™ˆ๎™•๎™๎™Œ๎™—๎™Œ๎™ˆ๎™‘๎™‡๎™’๎˜ƒ ๎™˜๎™‘๎™„๎˜ƒ ๎™†๎™’๎™๎™˜๎™‘๎™Œ๎™†๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™ˆ๎™”๎™˜๎™Œ๎™๎™Œ๎™…๎™•๎™„๎™‡๎™„๎˜ƒ
๎™ˆ๎™‘๎™—๎™•๎™ˆ๎˜ƒ๎™—๎™ˆ๎™†๎™‘๎™’๎™๎™’๎™Š๎™ด๎™„๎˜ƒ๎™œ๎˜ƒ๎™–๎™ˆ๎™‘๎™–๎™Œ๎™…๎™Œ๎™๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜‘
Avances Recientes
โ€ข MuseNet:๎˜ƒ๎˜ช๎™ˆ๎™‘๎™ˆ๎™•๎™„๎˜ƒ๎™“๎™Œ๎™ˆ๎™๎™„๎™–๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎™ˆ๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™‹๎™„๎™–๎™—๎™„๎˜ƒ๎˜”๎˜“๎˜ƒ๎™Œ๎™‘๎™–๎™—๎™•๎™˜๎™๎™ˆ๎™‘๎™—๎™’๎™–๎˜๎˜ƒ๎™๎™ˆ๎™๎™†๎™๎™„๎™‘๎™‡๎™’๎˜ƒ๎™ˆ๎™–๎™—๎™Œ๎™๎™’๎™–๎˜ƒ๎™†๎™๎™ฉ๎™–๎™Œ๎™†๎™’๎™–๎˜ƒ
๎™œ๎˜ƒ๎™๎™’๎™‡๎™ˆ๎™•๎™‘๎™’๎™–๎˜‘
โ€ข Magenta:๎˜ƒ๎˜ณ๎™•๎™’๎™“๎™’๎™•๎™†๎™Œ๎™’๎™‘๎™„๎˜ƒ๎™‹๎™ˆ๎™•๎™•๎™„๎™๎™Œ๎™ˆ๎™‘๎™—๎™„๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™†๎™น๎™‡๎™Œ๎™Š๎™’๎˜ƒ๎™„๎™…๎™Œ๎™ˆ๎™•๎™—๎™’๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™—๎™’๎™•๎™ˆ๎™–๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™‡๎™ˆ๎™–๎™ˆ๎™„๎™‘๎˜ƒ
๎™Œ๎™‘๎™—๎™ˆ๎™Š๎™•๎™„๎™•๎˜ƒ๎™๎™„๎˜ƒ๎˜ฌ๎˜ค๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™–๎™˜๎™–๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜‘
โ€ข Suno:๎˜ƒ๎˜ณ๎™ˆ๎™•๎™๎™Œ๎™—๎™ˆ๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™•๎˜ƒ๎™†๎™„๎™‘๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™ˆ๎™‘๎™—๎™ˆ๎™•๎™„๎™–๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™‡๎™Œ๎™‰๎™ˆ๎™•๎™ˆ๎™‘๎™—๎™ˆ๎™–๎˜ƒ๎™ˆ๎™–๎™—๎™Œ๎™๎™’๎™–๎˜‘
Uso de la inteligencia arti๎ฃšcial en la composiciรณn musical: Avances, desafรญos y perspectivas. pp. 226 - 235 /
Volumen 6, nรบmero 3 / DOI: https://doi.org/10.37431/conectividad.v6i3.308
Fecha de recepciรณn: 24 / 03 / 2025
Fecha de aceptaciรณn: 17 / 04 / 2025
Fecha de publicaciรณn: 18 / 07 / 2025
Instituto Superior Tecnolรณgico Universitario Rumiรฑahui
229
โ€ข IA basada en GANs (Generative Adversarial Networks):๎˜ƒ ๎˜ธ๎™—๎™Œ๎™๎™Œ๎™๎™„๎™‡๎™„๎™–๎˜ƒ ๎™“๎™„๎™•๎™„๎˜ƒ ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™•๎˜ƒ
๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜ƒ๎™๎™ˆ๎™‡๎™Œ๎™„๎™‘๎™—๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™•๎™„๎™†๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™ˆ๎™‘๎™—๎™•๎™ˆ๎˜ƒ๎™๎™’๎™‡๎™ˆ๎™๎™’๎™–๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™’๎™•๎™ˆ๎™–๎˜ƒ๎™œ๎˜ƒ๎™‡๎™Œ๎™–๎™†๎™•๎™Œ๎™๎™Œ๎™‘๎™„๎™‡๎™’๎™•๎™ˆ๎™–๎˜‘๎˜ƒ๎˜‹๎˜ผ๎™„๎™‘๎™Š๎˜ƒ๎™ˆ๎™—๎˜ƒ
๎™„๎™๎˜‘๎˜๎˜ƒ๎˜•๎˜“๎˜”๎˜š๎˜Œ
Desafรญos Identi๎šฟcados
โ€ข Di๎šฟcultad para capturar la emociรณn humana:๎˜ƒ ๎˜ฏ๎™„๎˜ƒ ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜ƒ ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™„๎˜ƒ ๎™“๎™’๎™•๎˜ƒ ๎˜ฌ๎˜ค๎˜ƒ ๎™–๎™˜๎™ˆ๎™๎™ˆ๎˜ƒ
๎™†๎™„๎™•๎™ˆ๎™†๎™ˆ๎™•๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™ˆ๎™›๎™“๎™•๎™ˆ๎™–๎™Œ๎™™๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™•๎™“๎™•๎™ˆ๎™—๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‹๎™˜๎™๎™„๎™‘๎™„๎˜‘
โ€ข Limitaciones en la representaciรณn cultural y contextual:๎˜ƒ๎˜ฏ๎™’๎™–๎˜ƒ๎™๎™’๎™‡๎™ˆ๎™๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎˜ฌ๎˜ค๎˜ƒ๎™‡๎™ˆ๎™“๎™ˆ๎™‘๎™‡๎™ˆ๎™‘๎˜ƒ
๎™‡๎™ˆ๎˜ƒ๎™‡๎™„๎™—๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™ˆ๎™‘๎™—๎™•๎™ˆ๎™‘๎™„๎™๎™Œ๎™ˆ๎™‘๎™—๎™’๎˜๎˜ƒ๎™๎™’๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™“๎™˜๎™ˆ๎™‡๎™ˆ๎˜ƒ๎™๎™Œ๎™๎™Œ๎™—๎™„๎™•๎˜ƒ๎™๎™„๎˜ƒ๎™‡๎™Œ๎™™๎™ˆ๎™•๎™–๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™„๎˜‘
โ€ข Cuestiones รฉticas y derechos de autor:๎˜ƒ๎šข๎˜ค๎˜ƒ๎™”๎™˜๎™Œ๎™ฐ๎™‘๎˜ƒ๎™“๎™ˆ๎™•๎™—๎™ˆ๎™‘๎™ˆ๎™†๎™ˆ๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™‡๎™„๎˜ƒ
๎™“๎™’๎™•๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ๎™๎™ฉ๎™”๎™˜๎™Œ๎™‘๎™„๎˜ข
๎˜จ๎™๎˜ƒ๎™’๎™…๎™๎™ˆ๎™—๎™Œ๎™™๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™ˆ๎™–๎™—๎™ˆ๎˜ƒ๎™„๎™•๎™—๎™ด๎™†๎™˜๎™๎™’๎˜ƒ๎™ˆ๎™–๎˜ƒ๎™„๎™‘๎™„๎™๎™Œ๎™๎™„๎™•๎˜ƒ๎™†๎™น๎™๎™’๎˜ƒ๎™๎™„๎˜ƒ๎˜ฌ๎˜ค๎˜ƒ๎™ˆ๎™–๎™—๎™ฉ๎˜ƒ๎™Œ๎™๎™“๎™„๎™†๎™—๎™„๎™‘๎™‡๎™’๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜๎˜ƒ๎™–๎™˜๎™–๎˜ƒ
๎™๎™Œ๎™๎™Œ๎™—๎™„๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™„๎™†๎™—๎™˜๎™„๎™๎™ˆ๎™–๎˜ƒ๎™œ๎˜ƒ๎™–๎™˜๎™–๎˜ƒ๎™“๎™’๎™–๎™Œ๎™…๎™๎™ˆ๎™–๎˜ƒ๎™„๎™“๎™๎™Œ๎™†๎™„๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™‰๎™˜๎™—๎™˜๎™•๎™„๎™–๎˜‘๎˜ƒ๎˜‹๎˜ฆ๎™Œ๎™™๎™Œ๎™—๎˜ƒ๎™ˆ๎™—๎˜ƒ๎™„๎™๎˜‘๎˜๎˜ƒ๎˜•๎˜“๎˜•๎˜•๎˜Œ
2. MATERIALES Y Mร‰TODOS
Selecciรณn de Herramientas
๎˜ฐ๎™Œ๎™‡๎™Œ๎˜ฑ๎™ˆ๎™—๎˜ƒ๎™ˆ๎™–๎˜ƒ๎™˜๎™‘๎˜ƒ๎™๎™’๎™‡๎™ˆ๎™๎™’๎˜ƒ๎™“๎™„๎™•๎™„๎™‡๎™Œ๎™Š๎™๎™ฉ๎™—๎™Œ๎™†๎™’๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™๎˜ƒ๎™ฉ๎™๎™…๎™Œ๎™—๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™•๎™ˆ๎™‡๎™ˆ๎™–๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™—๎™Œ๎™™๎™„๎™–๎˜ƒ๎™„๎™‡๎™™๎™ˆ๎™•๎™–๎™„๎™•๎™Œ๎™„๎™๎™ˆ๎™–๎˜ƒ๎˜‹๎˜ช๎˜ค๎˜ฑ๎™–๎˜ƒ
๎™’๎˜ƒ๎˜ช๎˜ค๎˜ฑ๎˜ถ๎˜๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™–๎™˜๎˜ƒ๎™Œ๎™‘๎™Š๎™๎™ฐ๎™–๎˜ƒ๎™’๎™•๎™Œ๎™Š๎™Œ๎™‘๎™„๎™๎˜Œ๎˜ƒ๎™„๎™“๎™๎™Œ๎™†๎™„๎™‡๎™„๎™–๎˜ƒ๎™„๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜ƒ๎™–๎™Œ๎™๎™…๎™น๎™๎™Œ๎™†๎™„๎˜ƒ๎˜‹๎˜ผ๎™„๎™‘๎™Š๎˜ƒ๎™ˆ๎™—๎˜ƒ๎™„๎™๎˜‘๎˜๎˜ƒ๎˜•๎˜“๎˜”๎˜š๎˜๎˜ƒ
๎™„๎™๎˜ƒ๎™Œ๎™Š๎™˜๎™„๎™๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎˜ซ๎™–๎™Œ๎™„๎™’๎˜ƒ๎™ˆ๎™—๎˜ƒ๎™„๎™๎˜‘๎˜ƒ๎˜•๎˜“๎˜”๎˜›๎˜Œ๎˜‘๎˜ƒ๎˜จ๎™–๎™—๎™ˆ๎˜ƒ๎™๎™’๎™‡๎™ˆ๎™๎™’๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™„๎™“๎™’๎™œ๎™„๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™•๎™ˆ๎™‡๎™ˆ๎™–๎˜ƒ๎™‘๎™ˆ๎™˜๎™•๎™’๎™‘๎™„๎™๎™ˆ๎™–๎˜ƒ๎™†๎™’๎™‘๎™™๎™’๎™๎™˜๎™†๎™Œ๎™’๎™‘๎™„๎™๎™ˆ๎™–๎˜ƒ
๎™“๎™„๎™•๎™„๎˜ƒ๎™๎™’๎™‡๎™ˆ๎™๎™Œ๎™๎™„๎™•๎˜๎˜ƒ๎™„๎™‘๎™„๎™๎™Œ๎™๎™„๎™•๎˜ƒ๎™œ๎˜ƒ๎™•๎™ˆ๎™“๎™๎™Œ๎™†๎™„๎™•๎˜ƒ๎™–๎™ˆ๎™†๎™˜๎™ˆ๎™‘๎™†๎™Œ๎™„๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™ˆ๎™๎™’๎™‡๎™ด๎™„๎™–๎˜ƒ๎™œ๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™„๎™•๎™๎™’๎™‘๎™ด๎™„๎˜๎˜ƒ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™Œ๎™ˆ๎™‘๎™‡๎™’๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ
๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™„๎™–๎˜ƒ๎™†๎™’๎™‘๎˜ƒ๎™ˆ๎™–๎™—๎™ˆ๎˜ƒ๎™๎™’๎™‡๎™ˆ๎™๎™’๎˜ƒ๎™๎™„๎™‘๎™—๎™ˆ๎™‘๎™Š๎™„๎™‘๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ๎™ˆ๎™–๎™—๎™•๎™˜๎™†๎™—๎™˜๎™•๎™„๎˜ƒ๎™†๎™’๎™‹๎™ˆ๎™•๎™ˆ๎™‘๎™—๎™ˆ๎˜‘
๎˜ฐ๎™Œ๎™‡๎™Œ๎˜ฑ๎™ˆ๎™—๎˜ƒ๎™—๎™•๎™„๎™…๎™„๎™๎™„๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™๎˜ƒ๎™๎™„๎™•๎™†๎™’๎˜ƒ๎˜ฐ๎˜ฌ๎˜ง๎˜ฌ๎˜๎˜ƒ๎™†๎™’๎™๎™’๎˜ƒ๎™•๎™ˆ๎™–๎™˜๎™๎™—๎™„๎™‡๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™’๎˜ƒ๎™†๎™˜๎™„๎™๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™๎™ˆ๎™๎™’๎™‡๎™ด๎™„๎™–๎˜ƒ๎™“๎™˜๎™ˆ๎™‡๎™ˆ๎™‘๎˜ƒ๎™–๎™ˆ๎™•๎˜ƒ๎™ˆ๎™‡๎™Œ๎™—๎™„๎™‡๎™„๎™–๎˜ƒ
๎™œ๎˜ƒ ๎™—๎™•๎™„๎™…๎™„๎™๎™„๎™‡๎™„๎™–๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™๎™„๎˜ƒ ๎™๎™„๎™‘๎™ˆ๎™•๎™„๎˜ƒ ๎™”๎™˜๎™ˆ๎˜ƒ ๎™ˆ๎™‘๎™˜๎™‘๎™†๎™Œ๎™„๎™…๎™„๎˜ƒ ๎™๎™„๎˜ƒ ๎™Œ๎™‘๎™‰๎™’๎™•๎™๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ ๎™†๎™’๎™‘๎™—๎™ˆ๎™›๎™—๎™˜๎™„๎™๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™๎™’๎™–๎˜ƒ ๎™‰๎™•๎™„๎™Š๎™๎™ˆ๎™‘๎™—๎™’๎™–๎˜ƒ ๎™‡๎™ˆ๎˜ƒ
๎™“๎™„๎™•๎™—๎™ˆ๎™–๎˜ƒ๎™„๎™‘๎™—๎™ˆ๎™•๎™Œ๎™’๎™•๎™ˆ๎™–๎˜๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™๎™ˆ๎™‡๎™Œ๎™‡๎™„๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™–๎™Œ๎™•๎™™๎™„๎˜ƒ๎™„๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™’๎™‘๎™—๎™Œ๎™‘๎™˜๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™œ๎˜ƒ๎™Š๎™„๎™•๎™„๎™‘๎™—๎™Œ๎™†๎™ˆ๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ
๎™‡๎™ˆ๎™—๎™ˆ๎™•๎™๎™Œ๎™‘๎™„๎™‡๎™„๎˜ƒ๎™“๎™ˆ๎™•๎™–๎™’๎™‘๎™„๎™๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™ˆ๎™–๎™—๎™Œ๎™๎™ด๎™–๎™—๎™Œ๎™†๎™„๎˜‘
๎˜ถ๎™˜๎˜ƒ๎™‰๎™˜๎™‘๎™†๎™Œ๎™’๎™‘๎™„๎™๎™Œ๎™ˆ๎™‘๎™—๎™’๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™…๎™„๎™–๎™„๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™•๎™ˆ๎™๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™ˆ๎™‘๎™—๎™•๎™ˆ๎˜ƒ๎™˜๎™‘๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™’๎™•๎˜๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™ˆ๎™–๎˜ƒ๎™ˆ๎™๎˜ƒ๎™ˆ๎™‘๎™†๎™„๎™•๎™Š๎™„๎™‡๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™Œ๎™•๎˜ƒ
๎™‘๎™˜๎™ˆ๎™™๎™„๎™–๎˜ƒ ๎™–๎™ˆ๎™†๎™˜๎™ˆ๎™‘๎™†๎™Œ๎™„๎™–๎˜ƒ ๎™๎™ˆ๎™๎™น๎™‡๎™Œ๎™†๎™„๎™–๎˜๎˜ƒ ๎™œ๎˜ƒ ๎™ˆ๎™๎˜ƒ ๎™‡๎™Œ๎™–๎™†๎™•๎™Œ๎™๎™Œ๎™‘๎™„๎™‡๎™’๎™•๎˜๎˜ƒ ๎™”๎™˜๎™ˆ๎˜ƒ ๎™ˆ๎™–๎˜ƒ ๎™ˆ๎™๎˜ƒ ๎™”๎™˜๎™ˆ๎˜ƒ ๎™ˆ๎™™๎™„๎™๎™พ๎™„๎˜ƒ ๎™๎™„๎˜ƒ ๎™†๎™„๎™๎™Œ๎™‡๎™„๎™‡๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™๎™„๎™–๎˜ƒ
๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™„๎™–๎˜‘๎˜ƒ๎˜ค๎˜ƒ๎™“๎™„๎™•๎™—๎™Œ๎™•๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™ˆ๎™–๎™—๎™ˆ๎˜ƒ๎™๎™ˆ๎™†๎™„๎™‘๎™Œ๎™–๎™๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™„๎™“๎™•๎™ˆ๎™‘๎™‡๎™Œ๎™๎™„๎™๎™ˆ๎˜๎˜ƒ๎™ˆ๎™๎˜ƒ๎™๎™’๎™‡๎™ˆ๎™๎™’๎˜ƒ๎™™๎™„๎˜ƒ๎™๎™ˆ๎™๎™’๎™•๎™„๎™‘๎™‡๎™’๎˜ƒ
๎™“๎™’๎™†๎™’๎˜ƒ๎™„๎˜ƒ๎™“๎™’๎™†๎™’๎˜ƒ๎™๎™„๎˜ƒ๎™“๎™’๎™–๎™Œ๎™…๎™Œ๎™๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™“๎™Œ๎™ˆ๎™๎™„๎™–๎˜ƒ๎™†๎™’๎™‘๎˜ƒ๎™–๎™’๎™๎™Œ๎™‡๎™ˆ๎™๎˜ƒ๎™ˆ๎™–๎™—๎™•๎™˜๎™†๎™—๎™˜๎™•๎™„๎™๎˜‘
๎˜ฏ๎™„๎™–๎˜ƒ ๎™‹๎™„๎™…๎™Œ๎™๎™Œ๎™‡๎™„๎™‡๎™ˆ๎™–๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎˜ฐ๎™Œ๎™‡๎™Œ๎˜ฑ๎™ˆ๎™—๎˜ƒ ๎™‹๎™„๎™‘๎˜ƒ ๎™‡๎™„๎™‡๎™’๎˜ƒ ๎™…๎™˜๎™ˆ๎™‘๎™’๎™–๎˜ƒ ๎™•๎™ˆ๎™–๎™˜๎™๎™—๎™„๎™‡๎™’๎™–๎˜ƒ ๎™“๎™„๎™•๎™„๎˜ƒ ๎™๎™„๎˜ƒ ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜ƒ ๎™ˆ๎™‘๎˜ƒ
๎™—๎™„๎™‘๎™—๎™’๎™–๎˜ƒ๎™ˆ๎™–๎™—๎™Œ๎™๎™’๎™–๎˜ƒ๎™†๎™’๎™๎™’๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™‡๎™ˆ๎™–๎™ˆ๎™ˆ๎˜๎˜ƒ๎™๎™„๎™‘๎™—๎™ˆ๎™‘๎™Œ๎™ˆ๎™‘๎™‡๎™’๎˜ƒ๎™†๎™’๎™‹๎™ˆ๎™•๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™‡๎™ˆ๎™–๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™’๎™•๎™Š๎™„๎™‘๎™Œ๎™๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™•๎™ด๎™—๎™๎™Œ๎™†๎™’๎™–๎˜ƒ
๎™œ๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™ˆ๎™–๎™—๎™•๎™˜๎™†๎™—๎™˜๎™•๎™„๎˜ƒ๎™๎™ˆ๎™๎™น๎™‡๎™Œ๎™†๎™„๎˜๎˜ƒ๎™„๎™˜๎™‘๎™”๎™˜๎™ˆ๎˜ƒ๎™–๎™˜๎˜ƒ๎™“๎™•๎™Œ๎™‘๎™†๎™Œ๎™“๎™„๎™๎˜ƒ๎™‡๎™ˆ๎™–๎™„๎™‰๎™ด๎™’๎˜ƒ๎™†๎™’๎™‘๎™—๎™Œ๎™‘๎™˜๎™„๎˜ƒ๎™–๎™Œ๎™ˆ๎™‘๎™‡๎™’๎˜ƒ๎™ˆ๎™๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™†๎™’๎™‘๎™–๎™ˆ๎™Š๎™˜๎™Œ๎™•๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ
๎™ˆ๎™›๎™“๎™•๎™ˆ๎™–๎™Œ๎™™๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™ˆ๎™๎™’๎™†๎™Œ๎™’๎™‘๎™„๎™๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™“๎™Œ๎™ˆ๎™๎™„๎™–๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™„๎™–๎˜‘
๎˜จ๎™–๎™—๎™ˆ๎˜ƒ๎™ˆ๎™‘๎™‰๎™’๎™”๎™˜๎™ˆ๎˜ƒ๎™“๎™’๎™‘๎™ˆ๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™‘๎™Œ๎šฟ๎™ˆ๎™–๎™—๎™’๎˜ƒ๎™ˆ๎™๎˜ƒ๎™“๎™’๎™—๎™ˆ๎™‘๎™†๎™Œ๎™„๎™๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ๎˜ช๎˜ค๎˜ฑ๎™–๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜ƒ๎™–๎™Œ๎™๎™…๎™น๎™๎™Œ๎™†๎™„๎˜ƒ
๎™œ๎˜ƒ ๎™๎™„๎™•๎™†๎™„๎˜ƒ ๎™˜๎™‘๎˜ƒ ๎™“๎™˜๎™‘๎™—๎™’๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™“๎™„๎™•๎™—๎™Œ๎™‡๎™„๎˜ƒ ๎™“๎™„๎™•๎™„๎˜ƒ ๎™‰๎™˜๎™—๎™˜๎™•๎™„๎™–๎˜ƒ ๎™Œ๎™‘๎™™๎™ˆ๎™–๎™—๎™Œ๎™Š๎™„๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ ๎™•๎™ˆ๎™๎™„๎™—๎™Œ๎™™๎™„๎™–๎˜ƒ ๎™„๎˜ƒ ๎™๎™„๎˜ƒ ๎™˜๎™—๎™Œ๎™๎™Œ๎™๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™๎™„๎˜ƒ
๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜‘
๎˜ฏ๎™„๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™“๎™Œ๎™ˆ๎™๎™„๎™–๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎™ˆ๎™–๎˜ƒ๎™…๎™„๎™–๎™„๎™‡๎™„๎™–๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎˜ฌ๎˜ค๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™๎™๎™ˆ๎™™๎™น๎˜ƒ๎™„๎˜ƒ๎™†๎™„๎™…๎™’๎˜ƒ๎™๎™ˆ๎™‡๎™Œ๎™„๎™‘๎™—๎™ˆ๎˜ƒ๎™“๎™๎™„๎™—๎™„๎™‰๎™’๎™•๎™๎™„๎™–๎˜ƒ๎™†๎™’๎™๎™’๎˜ƒ
๎˜ฐ๎™„๎™Š๎™ˆ๎™‘๎™—๎™„๎˜๎˜ƒ๎˜ฐ๎™˜๎™–๎™ˆ๎˜ช๎˜ค๎˜ฑ๎˜ƒ๎™œ๎˜ƒ๎˜ถ๎™˜๎™‘๎™’๎˜๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™†๎™˜๎™„๎™๎™ˆ๎™–๎˜ƒ๎™˜๎™–๎™„๎™‘๎˜ƒ๎™๎™’๎™‡๎™ˆ๎™๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™„๎™“๎™•๎™ˆ๎™‘๎™‡๎™Œ๎™๎™„๎™๎™ˆ๎˜ƒ๎™“๎™•๎™’๎™‰๎™˜๎™‘๎™‡๎™’๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™•๎˜ƒ
๎™–๎™ˆ๎™†๎™˜๎™ˆ๎™‘๎™†๎™Œ๎™„๎™–๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎™ˆ๎™–๎˜ƒ๎™†๎™’๎™‘๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ๎™ˆ๎™–๎™—๎™•๎™˜๎™†๎™—๎™˜๎™•๎™„๎˜ƒ๎™†๎™’๎™‹๎™ˆ๎™•๎™ˆ๎™‘๎™—๎™ˆ๎˜‘๎˜ƒ๎˜ฏ๎™’๎™–๎˜ƒ๎™‡๎™„๎™—๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™ˆ๎™‘๎™—๎™•๎™„๎™‡๎™„๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™‡๎™ˆ๎šฟ๎™‘๎™Œ๎™ˆ๎™•๎™’๎™‘๎˜ƒ๎™„๎˜ƒ๎™“๎™„๎™•๎™—๎™Œ๎™•๎˜ƒ๎™‡๎™ˆ๎˜ƒ
Uso de la inteligencia arti๎ฃšcial en la composiciรณn musical: Avances, desafรญos y perspectivas. pp. 226 - 235 /
Volumen 6, nรบmero 3 / DOI: https://doi.org/10.37431/conectividad.v6i3.308
Fecha de recepciรณn: 24 / 03 / 2025
Fecha de aceptaciรณn: 17 / 04 / 2025
Fecha de publicaciรณn: 18 / 07 / 2025
Instituto Superior Tecnolรณgico Universitario Rumiรฑahui
230
๎™…๎™Œ๎™—๎™ฉ๎™†๎™’๎™•๎™„๎™–๎˜ƒ๎˜ฐ๎˜ฌ๎˜ง๎˜ฌ๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™‡๎™Œ๎™‰๎™ˆ๎™•๎™ˆ๎™‘๎™—๎™ˆ๎™–๎˜ƒ๎™Š๎™ฐ๎™‘๎™ˆ๎™•๎™’๎™–๎˜๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™†๎™˜๎™„๎™๎™ˆ๎™–๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™’๎™•๎™Š๎™„๎™‘๎™Œ๎™๎™„๎™‘๎˜ƒ๎™„๎˜ƒ๎™“๎™„๎™•๎™—๎™Œ๎™•๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™ˆ๎™–๎™—๎™•๎™˜๎™†๎™—๎™˜๎™•๎™„๎˜ƒ๎™„๎™•๎™๎™น๎™‘๎™Œ๎™†๎™„
๎™œ๎˜ƒ๎™•๎™ด๎™—๎™๎™Œ๎™†๎™„๎˜ƒ๎˜‹๎˜ถ๎™—๎™˜๎™•๎™๎˜ƒ๎™ˆ๎™—๎˜ƒ๎™„๎™๎˜‘๎˜ƒ๎˜•๎˜“๎˜”๎˜™๎˜Œ๎˜‘๎˜ƒ๎˜ฏ๎™„๎˜ƒ๎™ˆ๎™™๎™„๎™๎™˜๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™„๎™๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™„๎™–๎˜ƒ๎™–๎™ˆ๎˜ƒ
๎™–๎™Œ๎™Š๎™˜๎™Œ๎™น๎˜ƒ๎™˜๎™‘๎˜ƒ๎™ˆ๎™‘๎™‰๎™’๎™”๎™˜๎™ˆ๎˜ƒ๎™๎™Œ๎™›๎™—๎™’๎˜
โ€ข ๎˜ฐ๎™ฐ๎™—๎™•๎™Œ๎™†๎™„๎™–๎˜ƒ๎™†๎™˜๎™„๎™๎™Œ๎™—๎™„๎™—๎™Œ๎™™๎™„๎™–๎˜๎˜ƒ๎™„๎™‘๎™„๎™๎™Œ๎™๎™„๎™‘๎™‡๎™’๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™—๎™Œ๎™™๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™œ๎˜ƒ๎›€๎™˜๎™Œ๎™‡๎™ˆ๎™๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™“๎™Œ๎™ˆ๎™๎™„๎™–๎˜‘
โ€ข ๎˜ฐ๎™ฐ๎™—๎™•๎™Œ๎™†๎™„๎™–๎˜ƒ ๎™†๎™˜๎™„๎™‘๎™—๎™Œ๎™—๎™„๎™—๎™Œ๎™™๎™„๎™–๎˜๎˜ƒ ๎™†๎™ˆ๎™‘๎™—๎™•๎™„๎™‡๎™„๎™–๎˜ƒ ๎™ˆ๎™‘๎˜ƒ ๎™๎™„๎˜ƒ ๎™†๎™’๎™‘๎™–๎™Œ๎™–๎™—๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ ๎™„๎™•๎™๎™น๎™‘๎™Œ๎™†๎™„๎˜ƒ ๎™œ๎˜ƒ ๎™๎™„๎˜ƒ ๎™’๎™•๎™Œ๎™Š๎™Œ๎™‘๎™„๎™๎™Œ๎™‡๎™„๎™‡๎˜ƒ ๎™‡๎™ˆ๎™๎˜ƒ
๎™๎™„๎™—๎™ˆ๎™•๎™Œ๎™„๎™๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™’๎˜ƒ๎˜‹๎˜ต๎™’๎™…๎™ˆ๎™•๎™—๎™–๎˜ƒ๎™ˆ๎™—๎˜ƒ๎™„๎™๎˜‘๎˜๎˜ƒ๎˜•๎˜“๎˜”๎˜›๎˜Œ๎˜‘
๎˜จ๎™–๎™—๎™ˆ๎˜ƒ๎™“๎™•๎™’๎™†๎™ˆ๎™–๎™’๎˜ƒ๎™“๎™ˆ๎™•๎™๎™Œ๎™—๎™Œ๎™น๎˜ƒ๎™’๎™…๎™—๎™ˆ๎™‘๎™ˆ๎™•๎˜ƒ๎™˜๎™‘๎˜ƒ๎™„๎™‘๎™ฉ๎™๎™Œ๎™–๎™Œ๎™–๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™Š๎™•๎™„๎™๎˜ƒ๎™‡๎™ˆ๎™๎˜ƒ๎™•๎™ˆ๎™‘๎™‡๎™Œ๎™๎™Œ๎™ˆ๎™‘๎™—๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™‹๎™ˆ๎™•๎™•๎™„๎™๎™Œ๎™ˆ๎™‘๎™—๎™„๎™–๎˜ƒ๎™…๎™„๎™–๎™„๎™‡๎™„๎™–๎˜ƒ
๎™ˆ๎™‘๎˜ƒ ๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜๎˜ƒ ๎™–๎™ˆ๎™‘๎™—๎™„๎™‘๎™‡๎™’๎˜ƒ ๎™๎™„๎™–๎˜ƒ ๎™…๎™„๎™–๎™ˆ๎™–๎˜ƒ ๎™“๎™„๎™•๎™„๎˜ƒ ๎™‰๎™˜๎™—๎™˜๎™•๎™„๎™–๎˜ƒ ๎™’๎™“๎™—๎™Œ๎™๎™Œ๎™๎™„๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ ๎™ˆ๎™‘๎˜ƒ ๎™๎™„๎˜ƒ ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™น๎™‘๎˜ƒ
๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜ƒ๎™„๎™–๎™Œ๎™–๎™—๎™Œ๎™‡๎™„๎˜ƒ๎™“๎™’๎™•๎˜ƒ๎™๎™ฉ๎™”๎™˜๎™Œ๎™‘๎™„๎™–๎˜‘
Trabajando con el Modelo
โ€ข Base de datos๎˜๎˜ƒ๎˜ถ๎™ˆ๎˜ƒ๎™Œ๎™‘๎™†๎™๎™˜๎™œ๎™ˆ๎™•๎™’๎™‘๎˜ƒ๎™“๎™Œ๎™ˆ๎™๎™„๎™–๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎™ˆ๎™–๎˜ƒ๎™†๎™๎™„๎™–๎™Œ๎šฟ๎™†๎™„๎™‡๎™„๎™–๎˜ƒ๎™“๎™’๎™•๎˜ƒ๎™Š๎™ฐ๎™‘๎™ˆ๎™•๎™’๎˜๎˜ƒ๎™ฐ๎™“๎™’๎™†๎™„๎˜ƒ๎™œ๎˜ƒ๎™ˆ๎™–๎™—๎™•๎™˜๎™†๎™—๎™˜๎™•๎™„๎˜ƒ
๎˜‹๎˜ถ๎™—๎™˜๎™•๎™๎˜ƒ๎™ˆ๎™—๎˜ƒ๎™„๎™๎˜‘๎˜๎˜ƒ๎˜•๎˜“๎˜”๎˜™๎˜Œ๎˜‘
โ€ข Preprocesamiento:๎˜ƒ๎˜ฏ๎™„๎™–๎˜ƒ๎™“๎™Œ๎™ˆ๎™๎™„๎™–๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™†๎™’๎™‘๎™™๎™Œ๎™•๎™—๎™Œ๎™ˆ๎™•๎™’๎™‘๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™•๎™ˆ๎™“๎™•๎™ˆ๎™–๎™ˆ๎™‘๎™—๎™„๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎˜ฐ๎˜ฌ๎˜ง๎˜ฌ๎˜๎˜ƒ๎™“๎™ˆ๎™•๎™๎™Œ๎™—๎™Œ๎™ˆ๎™‘๎™‡๎™’๎˜ƒ
๎™˜๎™‘๎˜ƒ๎™„๎™‘๎™ฉ๎™๎™Œ๎™–๎™Œ๎™–๎˜ƒ๎™๎™ˆ๎™๎™น๎™‡๎™Œ๎™†๎™’๎˜๎˜ƒ๎™„๎™•๎™๎™น๎™‘๎™Œ๎™†๎™’๎˜ƒ๎™œ๎˜ƒ๎™•๎™ด๎™—๎™๎™Œ๎™†๎™’๎˜ƒ๎˜‹๎˜ซ๎™˜๎™„๎™‘๎™Š๎˜ƒ๎™œ๎˜ƒ๎˜ผ๎™„๎™‘๎™Š๎˜๎˜ƒ๎˜•๎˜“๎˜•๎˜“๎˜Œ๎˜‘
Proceso de Evaluaciรณn
โ€ข ๎˜ฆ๎™˜๎™„๎™๎™Œ๎™—๎™„๎™—๎™Œ๎™™๎™’๎˜๎˜ƒ๎˜ฆ๎™’๎™๎™“๎™’๎™–๎™Œ๎™—๎™’๎™•๎™ˆ๎™–๎˜ƒ๎™ˆ๎™™๎™„๎™๎™˜๎™„๎™•๎™’๎™‘๎˜ƒ ๎™๎™„๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™—๎™Œ๎™™๎™Œ๎™‡๎™„๎™‡๎˜๎˜ƒ ๎™†๎™’๎™‹๎™ˆ๎™•๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™œ๎˜ƒ ๎™’๎™•๎™Œ๎™Š๎™Œ๎™‘๎™„๎™๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™‡๎™ˆ๎˜ƒ ๎™๎™„๎™–๎˜ƒ
๎™“๎™Œ๎™ˆ๎™๎™„๎™–๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™„๎™–๎˜ƒ๎˜‹๎˜ต๎™’๎™…๎™ˆ๎™•๎™—๎™–๎˜ƒ๎™ˆ๎™—๎˜ƒ๎™„๎™๎˜‘๎˜๎˜ƒ๎˜•๎˜“๎˜”๎˜›๎˜Œ๎˜‘
โ€ข ๎˜ฆ๎™˜๎™„๎™‘๎™—๎™Œ๎™—๎™„๎™—๎™Œ๎™™๎™’๎˜๎˜ƒ๎˜ถ๎™ˆ๎˜ƒ๎™„๎™‘๎™„๎™๎™Œ๎™๎™„๎™•๎™’๎™‘๎˜ƒ๎™„๎™–๎™“๎™ˆ๎™†๎™—๎™’๎™–๎˜ƒ๎™—๎™ฐ๎™†๎™‘๎™Œ๎™†๎™’๎™–๎˜ƒ๎™†๎™’๎™๎™’๎˜ƒ๎™“๎™•๎™’๎™Š๎™•๎™ˆ๎™–๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™„๎™•๎™๎™น๎™‘๎™Œ๎™†๎™„๎™–๎˜ƒ๎™œ๎˜ƒ๎™ˆ๎™–๎™—๎™•๎™˜๎™†๎™—๎™˜๎™•๎™„๎˜ƒ
๎™•๎™ด๎™—๎™๎™Œ๎™†๎™„๎˜ƒ๎˜‹๎˜ง๎™’๎™‘๎™Š๎˜ƒ๎™ˆ๎™—๎˜ƒ๎™„๎™๎˜‘๎˜๎˜ƒ๎˜•๎˜“๎˜”๎˜›๎˜Œ๎˜‘
3. RESULTADOS Y DISCUSIร“N
Ejemplos de Composiciones Generadas
๎˜ฏ๎™„๎™–๎˜ƒ ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™„๎™–๎˜ƒ ๎™„๎™…๎™„๎™•๎™†๎™„๎™•๎™’๎™‘๎˜ƒ ๎™‡๎™ˆ๎™–๎™‡๎™ˆ๎˜ƒ ๎™“๎™Œ๎™ˆ๎™๎™„๎™–๎˜ƒ ๎™†๎™๎™ฉ๎™–๎™Œ๎™†๎™„๎™–๎˜ƒ ๎™†๎™’๎™‘๎˜ƒ ๎™Œ๎™‘๎›€๎™˜๎™ˆ๎™‘๎™†๎™Œ๎™„๎™–๎˜ƒ ๎™‡๎™ˆ๎™๎˜ƒ ๎™ˆ๎™–๎™—๎™Œ๎™๎™’๎˜ƒ ๎™‡๎™ˆ๎˜ƒ
๎˜ฅ๎™ˆ๎™ˆ๎™—๎™‹๎™’๎™™๎™ˆ๎™‘๎˜ƒ๎™‹๎™„๎™–๎™—๎™„๎˜ƒ๎™†๎™„๎™‘๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™๎™’๎™‡๎™ˆ๎™•๎™‘๎™„๎™–๎˜ƒ๎™†๎™’๎™‘๎˜ƒ๎™ˆ๎™๎™ˆ๎™๎™ˆ๎™‘๎™—๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™๎™๎˜ƒ ๎™œ๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™“๎™’๎™“๎˜‘๎˜ƒ๎˜ฏ๎™’๎™–๎˜ƒ๎™•๎™ˆ๎™–๎™˜๎™๎™—๎™„๎™‡๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ
๎™ˆ๎™™๎™„๎™๎™˜๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™Œ๎™‘๎™‡๎™Œ๎™†๎™„๎™…๎™„๎™‘๎˜ƒ ๎™”๎™˜๎™ˆ๎˜ƒ๎™ˆ๎™–๎™—๎™„๎™–๎˜ƒ๎™’๎™…๎™•๎™„๎™–๎˜ƒ ๎™—๎™ˆ๎™‘๎™ด๎™„๎™‘๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ ๎™ˆ๎™–๎™—๎™•๎™˜๎™†๎™—๎™˜๎™•๎™„๎˜ƒ ๎™—๎™ฐ๎™†๎™‘๎™Œ๎™†๎™„๎˜ƒ๎™‰๎™˜๎™ˆ๎™•๎™—๎™ˆ๎˜ƒ ๎™œ๎˜ƒ ๎™˜๎™‘๎˜ƒ๎™†๎™Œ๎™ˆ๎™•๎™—๎™’๎˜ƒ ๎™Š๎™•๎™„๎™‡๎™’๎˜ƒ
๎™‡๎™ˆ๎˜ƒ ๎™•๎™„๎™–๎™Š๎™’๎™–๎˜ƒ ๎™’๎™•๎™Œ๎™Š๎™Œ๎™‘๎™„๎™๎™ˆ๎™–๎˜‘๎˜ƒ ๎˜ถ๎™Œ๎™‘๎˜ƒ ๎™ˆ๎™๎™…๎™„๎™•๎™Š๎™’๎˜๎˜ƒ ๎™„๎™๎˜ƒ ๎™–๎™’๎™๎™ˆ๎™—๎™ˆ๎™•๎˜ƒ ๎™๎™„๎™–๎˜ƒ ๎™’๎™…๎™•๎™„๎™–๎˜ƒ ๎™„๎˜ƒ ๎™“๎™•๎™˜๎™ˆ๎™…๎™„๎™–๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™†๎™’๎™๎™“๎™„๎™•๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ ๎™†๎™’๎™‘๎˜ƒ ๎™๎™„๎™–๎˜ƒ
๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™‹๎™ˆ๎™†๎™‹๎™„๎™–๎˜ƒ๎™“๎™’๎™•๎˜ƒ๎™‹๎™˜๎™๎™„๎™‘๎™’๎™–๎˜๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™ˆ๎™™๎™„๎™๎™˜๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™‹๎™„๎™†๎™ด๎™„๎˜ƒ๎™ˆ๎™–๎™“๎™ˆ๎™†๎™Œ๎™„๎™๎™๎™ˆ๎™‘๎™—๎™ˆ๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™‡๎™ˆ๎™‘๎™’๎™—๎™„๎™•๎˜ƒ
๎™˜๎™‘๎˜ƒ๎™Š๎™•๎™„๎™‡๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™“๎™•๎™’๎™‰๎™˜๎™‘๎™‡๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™ˆ๎™๎™’๎™†๎™Œ๎™’๎™‘๎™„๎™๎˜๎˜ƒ๎™ˆ๎™–๎™—๎™’๎˜ƒ๎™๎™’๎™–๎™—๎™•๎™„๎™…๎™„๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™„๎™•๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™“๎™•๎™’๎™‰๎™˜๎™‘๎™‡๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™ˆ๎™๎™’๎™†๎™Œ๎™’๎™‘๎™„๎™๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎™–๎˜ƒ
๎™’๎™…๎™•๎™„๎™–๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™„๎™–๎˜๎˜ƒ๎™„๎™–๎™“๎™ˆ๎™†๎™—๎™’๎˜ƒ๎™†๎™๎™„๎™™๎™ˆ๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™’๎™‘๎™–๎™—๎™Œ๎™—๎™˜๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™„๎™•๎™—๎™ด๎™–๎™—๎™Œ๎™†๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜ƒ๎˜‹๎˜ท๎™„๎™…๎™๎™„๎˜ƒ๎˜”๎˜Œ๎˜‘๎˜ƒ
๎˜จ๎™–๎™—๎™˜๎™‡๎™Œ๎™’๎˜ƒ ๎™„๎™‘๎™—๎™ˆ๎™•๎™Œ๎™’๎™•๎™ˆ๎™–๎˜๎˜ƒ ๎™†๎™’๎™๎™’๎˜ƒ ๎™ˆ๎™–๎˜ƒ ๎™ˆ๎™๎˜ƒ ๎™†๎™„๎™–๎™’๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎˜ซ๎™˜๎™„๎™‘๎™Š๎˜ƒ ๎™œ๎˜ƒ๎˜ผ๎™„๎™‘๎™Š๎˜ƒ ๎˜‹๎˜•๎˜“๎˜•๎˜“๎˜Œ๎˜ƒ ๎™‹๎™„๎™‘๎˜ƒ ๎™๎™’๎™–๎™—๎™•๎™„๎™‡๎™’๎˜ƒ ๎™”๎™˜๎™ˆ๎˜ƒ ๎™๎™„๎™–๎˜ƒ ๎™’๎™…๎™•๎™„๎™–๎˜๎˜ƒ
๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™๎˜ƒ๎™†๎™„๎™–๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™“๎™Œ๎™ˆ๎™๎™„๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™‹๎™„๎™†๎™ˆ๎˜ƒ๎™˜๎™–๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎˜ฌ๎˜ค๎˜๎˜ƒ๎™๎™’๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™ˆ๎™–๎˜ƒ๎™๎™„๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ๎™“๎™Œ๎™ˆ๎™๎™„๎˜๎˜ƒ
๎™—๎™Œ๎™ˆ๎™‘๎™ˆ๎™‘๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ๎™„๎™๎™—๎™„๎˜ƒ๎™“๎™•๎™ˆ๎™†๎™Œ๎™–๎™Œ๎™น๎™‘๎˜ƒ๎™—๎™ฐ๎™†๎™‘๎™Œ๎™†๎™„๎˜๎˜ƒ๎™“๎™ˆ๎™•๎™’๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™ˆ๎™–๎™—๎™’๎™–๎˜ƒ๎™–๎™Œ๎™–๎™—๎™ˆ๎™๎™„๎™–๎˜ƒ๎™–๎™’๎™‘๎˜ƒ๎™„๎™พ๎™‘๎˜ƒ๎™Œ๎™‘๎™†๎™’๎™๎™“๎™„๎™—๎™Œ๎™…๎™๎™ˆ๎™–๎˜ƒ๎™†๎™’๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‡๎™ˆ๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ
๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™•๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™‘๎™†๎™Œ๎™’๎™‘๎™„๎™๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™ˆ๎™๎™’๎™†๎™Œ๎™’๎™‘๎™„๎™๎˜ƒ๎™œ๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™‘๎™†๎™Œ๎™’๎™‘๎™„๎™๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™ˆ๎™›๎™“๎™•๎™ˆ๎™–๎™Œ๎™™๎™„๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™“๎™˜๎™ˆ๎™‡๎™ˆ๎˜ƒ๎™†๎™’๎™‘๎™–๎™Œ๎™‡๎™ˆ๎™•๎™„๎™•๎˜ƒ
๎™†๎™’๎™๎™’๎˜ƒ๎™†๎™„๎™•๎™„๎™†๎™—๎™ˆ๎™•๎™ด๎™–๎™—๎™Œ๎™†๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™˜๎™‘๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™’๎˜ƒ๎™‹๎™˜๎™๎™„๎™‘๎™’๎˜ƒ๎˜‹๎˜ซ๎™˜๎™„๎™‘๎™Š๎˜ƒ๎™œ๎˜ƒ๎˜ผ๎™„๎™‘๎™Š๎˜๎˜ƒ๎˜•๎˜“๎˜•๎˜“๎˜ž๎˜ƒ๎˜ฎ๎™Œ๎™๎˜ƒ
๎™ˆ๎™—๎˜ƒ๎™„๎™๎˜‘๎˜๎˜ƒ๎˜•๎˜“๎˜•๎˜”๎˜Œ๎˜‘๎˜ƒ๎˜จ๎™–๎™—๎™„๎™–๎˜ƒ๎™„๎™“๎™•๎™ˆ๎™†๎™Œ๎™„๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™‰๎™’๎™•๎™๎™„๎™‘๎˜ƒ๎™“๎™„๎™•๎™—๎™ˆ๎˜ƒ๎™‡๎™ˆ๎™๎˜ƒ๎™•๎™ˆ๎™—๎™’๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™–๎™˜๎™Š๎™Œ๎™ˆ๎™•๎™ˆ๎˜ƒ๎™†๎™’๎™‘๎™–๎™—๎™•๎™˜๎™Œ๎™•๎˜ƒ๎™๎™’๎™‡๎™ˆ๎™๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎˜ฌ๎˜ค๎˜ƒ
๎™”๎™˜๎™ˆ๎˜ƒ๎™Œ๎™‘๎™†๎™๎™˜๎™œ๎™„๎™‘๎˜ƒ๎™“๎™„๎™•๎™ฉ๎™๎™ˆ๎™—๎™•๎™’๎™–๎˜ƒ๎™„๎™‰๎™ˆ๎™†๎™—๎™Œ๎™™๎™’๎™–๎˜ƒ๎™œ๎˜ƒ๎™†๎™’๎™‘๎™—๎™ˆ๎™›๎™—๎™˜๎™„๎™๎™ˆ๎™–๎˜๎˜ƒ๎™œ๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™“๎™’๎™•๎˜ƒ๎™ˆ๎™๎™๎™’๎˜ƒ๎™๎™ˆ๎™๎™’๎™•๎™„๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™„๎™˜๎™—๎™ˆ๎™‘๎™—๎™Œ๎™†๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™œ๎˜ƒ๎™๎™„๎˜ƒ
๎™•๎™ˆ๎™–๎™’๎™‘๎™„๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™„๎™‰๎™ˆ๎™†๎™—๎™Œ๎™™๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™„๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™‰๎™’๎™•๎™๎™„๎˜ƒ๎™‘๎™’๎˜ƒ๎™‹๎™˜๎™๎™„๎™‘๎™„๎˜‘
Comparaciones con Composiciones Humanas
Uso de la inteligencia arti๎ฃšcial en la composiciรณn musical: Avances, desafรญos y perspectivas. pp. 226 - 235 /
Volumen 6, nรบmero 3 / DOI: https://doi.org/10.37431/conectividad.v6i3.308
Fecha de recepciรณn: 24 / 03 / 2025
Fecha de aceptaciรณn: 17 / 04 / 2025
Fecha de publicaciรณn: 18 / 07 / 2025
Instituto Superior Tecnolรณgico Universitario Rumiรฑahui
231
โ€ข ๎˜ฏ๎™„๎™–๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™Œ๎™‡๎™„๎™–๎˜ƒ๎™“๎™’๎™•๎˜ƒ๎™‹๎™˜๎™๎™„๎™‘๎™’๎™–๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™†๎™„๎™•๎™„๎™†๎™—๎™ˆ๎™•๎™Œ๎™๎™„๎™‘๎˜ƒ๎™“๎™’๎™•๎˜ƒ๎™๎™„๎˜ƒ๎™•๎™Œ๎™”๎™˜๎™ˆ๎™๎™„๎˜ƒ๎™“๎™•๎™’๎™๎™Œ๎™–๎™†๎™˜๎™„๎˜ƒ
๎™œ๎˜ƒ๎™๎™„๎˜ƒ๎™–๎™Œ๎™‘๎™†๎™ˆ๎™•๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™ˆ๎™›๎™“๎™•๎™ˆ๎™–๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™ˆ๎™๎™’๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜‘๎˜ƒ๎˜จ๎™‘๎˜ƒ๎™ˆ๎™–๎™ˆ๎˜ƒ๎™–๎™ˆ๎™‘๎™—๎™Œ๎™‡๎™’๎˜๎˜ƒ๎™ˆ๎™๎˜ƒ๎™๎™’๎™‡๎™ˆ๎™๎™’๎˜ƒ๎˜ง๎™ˆ๎™ˆ๎™“๎˜ฅ๎™„๎™†๎™‹๎˜ƒ
๎™‡๎™ˆ๎™–๎™„๎™•๎™•๎™’๎™๎™๎™„๎™‡๎™’๎˜ƒ๎™“๎™’๎™•๎˜ƒ๎˜ซ๎™„๎™‡๎™๎™ˆ๎™•๎™ˆ๎™–๎˜ƒ๎™ˆ๎™—๎˜ƒ๎™„๎™๎˜‘๎˜ƒ๎˜‹๎˜•๎˜“๎˜”๎˜š๎˜Œ๎˜ƒ๎™•๎™ˆ๎™“๎™•๎™ˆ๎™–๎™ˆ๎™‘๎™—๎™„๎˜ƒ๎™˜๎™‘๎˜ƒ๎™„๎™™๎™„๎™‘๎™†๎™ˆ๎˜ƒ๎™‡๎™ˆ๎™–๎™—๎™„๎™†๎™„๎™‡๎™’๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ
๎™‡๎™ˆ๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜ƒ๎™†๎™’๎™•๎™„๎™๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™๎˜ƒ๎™ˆ๎™–๎™—๎™Œ๎™๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎˜ญ๎™’๎™‹๎™„๎™‘๎™‘๎˜ƒ๎˜ถ๎™ˆ๎™…๎™„๎™–๎™—๎™Œ๎™„๎™‘๎˜ƒ๎˜ฅ๎™„๎™†๎™‹๎˜๎˜ƒ๎™‡๎™„๎™‡๎™’๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™…๎™„๎™–๎™„๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™˜๎™‘๎˜ƒ๎™๎™’๎™‡๎™ˆ๎™๎™’๎˜ƒ
๎™‡๎™ˆ๎˜ƒ๎™•๎™ˆ๎™‡๎˜ƒ๎™‘๎™ˆ๎™˜๎™•๎™’๎™‘๎™„๎™๎˜ƒ๎˜‹๎˜ต๎˜ฑ๎˜ฑ๎˜Œ๎˜ƒ๎™œ๎˜ƒ๎™‡๎™ˆ๎™ˆ๎™“๎˜ƒ๎™๎™ˆ๎™„๎™•๎™‘๎™Œ๎™‘๎™Š๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™‹๎™„๎˜ƒ๎™๎™’๎™Š๎™•๎™„๎™‡๎™’๎˜ƒ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™Œ๎™•๎˜ƒ๎™„๎™•๎™๎™’๎™‘๎™Œ๎™๎™„๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ
๎™•๎™ˆ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™ˆ๎™‘๎˜ƒ ๎™๎™„๎™–๎˜ƒ ๎™•๎™ˆ๎™Š๎™๎™„๎™–๎˜ƒ ๎™—๎™’๎™‘๎™„๎™๎™ˆ๎™–๎˜ƒ ๎™‡๎™ˆ๎™๎˜ƒ ๎™“๎™ˆ๎™•๎™Œ๎™’๎™‡๎™’๎˜ƒ ๎™…๎™„๎™•๎™•๎™’๎™†๎™’๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™‰๎™’๎™•๎™๎™„๎˜ƒ ๎™“๎™•๎™ˆ๎™†๎™Œ๎™–๎™„๎˜‘๎˜ƒ ๎˜ถ๎™Œ๎™‘๎˜ƒ ๎™ˆ๎™๎™…๎™„๎™•๎™Š๎™’๎˜๎˜ƒ
๎˜ง๎™ˆ๎™ˆ๎™“๎˜ฅ๎™„๎™†๎™‹๎˜๎˜ƒ๎™“๎™ˆ๎™–๎™ˆ๎˜ƒ๎™„๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™•๎™ˆ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™ˆ๎˜ƒ๎™–๎™„๎™—๎™Œ๎™–๎™‰๎™„๎™†๎™—๎™’๎™•๎™Œ๎™„๎™๎™ˆ๎™‘๎™—๎™ˆ๎˜ƒ๎™ˆ๎™๎˜ƒ๎™ˆ๎™–๎™—๎™Œ๎™๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™„๎™•๎™๎™’๎™‘๎™Œ๎™๎™„๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜๎˜ƒ๎™™๎ชฏ๎™‘๎˜ƒ
๎™‹๎™„๎™œ๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ๎™Š๎™•๎™„๎™‘๎˜ƒ๎™‡๎™Œ๎šฟ๎™†๎™˜๎™๎™—๎™„๎™‡๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™–๎™ˆ๎™•๎˜ƒ๎™†๎™„๎™“๎™„๎™๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™†๎™„๎™“๎™—๎™„๎™•๎˜ƒ๎™๎™„๎˜ƒ๎™ˆ๎™›๎™“๎™•๎™ˆ๎™–๎™Œ๎™™๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™ˆ๎™๎™’๎™†๎™Œ๎™’๎™‘๎™„๎™๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™“๎™’๎™–๎™ˆ๎™ˆ๎˜ƒ๎™–๎™˜๎˜ƒ
๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜๎˜ƒ๎™„๎™๎™Š๎™’๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™–๎™˜๎™…๎™•๎™„๎™œ๎™„๎˜ƒ๎™˜๎™‘๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™“๎™•๎™Œ๎™‘๎™†๎™Œ๎™“๎™„๎™๎™ˆ๎™–๎˜ƒ๎™“๎™•๎™’๎™…๎™๎™ˆ๎™๎™„๎™–๎˜ƒ๎™„๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™‡๎™ˆ๎™…๎™ˆ๎˜ƒ๎™ˆ๎™‘๎™‰๎™•๎™ˆ๎™‘๎™—๎™„๎™•๎™–๎™ˆ๎˜ƒ
๎™๎™„๎˜ƒ๎™Œ๎™‘๎™™๎™ˆ๎™–๎™—๎™Œ๎™Š๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™•๎™ˆ๎™๎™„๎™†๎™Œ๎™’๎™‘๎™„๎™‡๎™„๎˜ƒ๎™†๎™’๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ๎™„๎™“๎™๎™Œ๎™†๎™„๎™‡๎™„๎˜ƒ๎™„๎˜ƒ๎™๎™„๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜๎˜ƒ๎™’๎˜ƒ๎™…๎™Œ๎™ˆ๎™‘๎˜ƒ
๎™„๎™”๎™˜๎™ˆ๎™๎™๎™„๎™–๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™๎™’๎™‡๎™ˆ๎™๎™Œ๎™†๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™๎˜ƒ๎™ˆ๎™–๎™—๎™Œ๎™๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™ฐ๎™“๎™’๎™†๎™„๎˜ƒ๎™‡๎™’๎™•๎™„๎™‡๎™„๎˜ƒ๎™˜๎™—๎™Œ๎™๎™Œ๎™๎™„๎™‘๎™‡๎™’๎˜ƒ๎™’๎™—๎™•๎™’๎™–๎˜ƒ๎™—๎™Œ๎™“๎™’๎™–๎˜ƒ
๎™‡๎™ˆ๎˜ƒ ๎™๎™’๎™‡๎™ˆ๎™๎™’๎™–๎˜ƒ ๎™”๎™˜๎™ˆ๎˜๎˜ƒ ๎™„๎™‡๎™ˆ๎™๎™ฉ๎™–๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™•๎™ˆ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™Œ๎™•๎˜ƒ ๎™ˆ๎™–๎™—๎™•๎™˜๎™†๎™—๎™˜๎™•๎™„๎™–๎˜ƒ ๎™—๎™’๎™‘๎™„๎™๎™ˆ๎™–๎˜๎˜ƒ ๎™—๎™ˆ๎™‘๎™Š๎™„๎™‘๎˜ƒ ๎™ˆ๎™‘๎˜ƒ ๎™†๎™’๎™‘๎™–๎™Œ๎™‡๎™ˆ๎™•๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ
๎™„๎™”๎™˜๎™ˆ๎™๎™๎™’๎™–๎˜ƒ๎™„๎™–๎™“๎™ˆ๎™†๎™—๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™†๎™„๎™•๎™ฉ๎™†๎™—๎™ˆ๎™•๎˜ƒ๎™„๎™‰๎™ˆ๎™†๎™—๎™Œ๎™™๎™’๎˜ƒ๎™œ๎˜ƒ๎™†๎™’๎™‘๎™—๎™ˆ๎™›๎™—๎™˜๎™„๎™๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™„๎˜‘
โ€ข ๎˜ฏ๎™„๎™–๎˜ƒ ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™Œ๎™‡๎™„๎™–๎˜ƒ ๎™๎™ˆ๎™‡๎™Œ๎™„๎™‘๎™—๎™ˆ๎˜ƒ ๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ ๎™‹๎™„๎™‘๎˜ƒ ๎™๎™’๎™–๎™—๎™•๎™„๎™‡๎™’๎˜ƒ ๎™˜๎™‘๎™„๎˜ƒ
๎™Š๎™•๎™„๎™‘๎˜ƒ ๎™‡๎™Œ๎šฟ๎™†๎™˜๎™๎™—๎™„๎™‡๎˜ƒ ๎™—๎™ฐ๎™†๎™‘๎™Œ๎™†๎™„๎˜ƒ ๎™œ๎˜ƒ ๎™˜๎™‘๎™„๎˜ƒ ๎™…๎™˜๎™ˆ๎™‘๎™„๎˜ƒ ๎™†๎™’๎™‹๎™ˆ๎™•๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™‰๎™’๎™•๎™๎™„๎™๎˜๎˜ƒ ๎™†๎™˜๎™„๎™‘๎™‡๎™’๎˜ƒ ๎™๎™„๎™–๎˜ƒ๎™†๎™’๎™๎™“๎™„๎™•๎™„๎™๎™’๎™–๎˜ƒ ๎™†๎™’๎™‘๎˜ƒ
๎™๎™„๎™–๎˜ƒ ๎™“๎™Œ๎™ˆ๎™๎™„๎™–๎˜ƒ ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™Œ๎™‡๎™„๎™–๎˜ƒ ๎™“๎™’๎™•๎˜ƒ ๎™‹๎™˜๎™๎™„๎™‘๎™’๎™–๎˜‘๎˜ƒ ๎˜ธ๎™‘๎˜ƒ ๎™„๎™‘๎™ฉ๎™๎™Œ๎™–๎™Œ๎™–๎˜ƒ ๎™ˆ๎™›๎™‹๎™„๎™˜๎™–๎™—๎™Œ๎™™๎™’๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™ˆ๎™–๎™—๎™„๎˜ƒ ๎™—๎™ˆ๎™‘๎™‡๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ ๎™‹๎™„๎˜ƒ
๎™–๎™Œ๎™‡๎™’๎˜ƒ ๎™ˆ๎™๎™„๎™…๎™’๎™•๎™„๎™‡๎™’๎˜ƒ ๎™“๎™’๎™•๎˜ƒ ๎˜ฅ๎™•๎™Œ๎™’๎™—๎˜ƒ๎™œ๎˜ƒ ๎˜ณ๎™„๎™†๎™‹๎™ˆ๎™—๎˜ƒ ๎˜‹๎˜•๎˜“๎˜”๎˜›๎˜Œ๎˜๎˜ƒ๎™๎™’๎™–๎˜ƒ ๎™†๎™˜๎™„๎™๎™ˆ๎™–๎˜ƒ ๎™ˆ๎™›๎™“๎™๎™’๎™•๎™„๎™‘๎˜ƒ ๎™๎™„๎™–๎˜ƒ ๎™Œ๎™๎™“๎™๎™Œ๎™†๎™„๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™‡๎™ˆ๎™๎˜ƒ
๎™„๎™“๎™•๎™ˆ๎™‘๎™‡๎™Œ๎™๎™„๎™๎™ˆ๎˜ƒ ๎™“๎™•๎™’๎™‰๎™˜๎™‘๎™‡๎™’๎˜ƒ ๎™•๎™ˆ๎™–๎™“๎™ˆ๎™†๎™—๎™’๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™๎™„๎˜ƒ ๎™†๎™•๎™ˆ๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜๎˜ƒ ๎™™๎™„๎™๎™’๎™•๎™„๎™‘๎™‡๎™’๎˜ƒ ๎™๎™’๎™‡๎™ˆ๎™๎™’๎™–๎˜ƒ ๎™†๎™’๎™๎™’๎˜ƒ ๎™๎™„๎™–๎˜ƒ
๎™•๎™ˆ๎™‡๎™ˆ๎™–๎˜ƒ๎™‘๎™ˆ๎™˜๎™•๎™’๎™‘๎™„๎™๎™ˆ๎™–๎˜ƒ๎™•๎™ˆ๎™†๎™˜๎™•๎™•๎™ˆ๎™‘๎™—๎™ˆ๎™–๎˜ƒ๎˜‹๎˜ต๎˜ฑ๎˜ฑ๎˜Œ๎˜๎˜ƒ๎™•๎™ˆ๎™‡๎™ˆ๎™–๎˜ƒ๎™†๎™’๎™‘๎™™๎™’๎™๎™˜๎™†๎™Œ๎™’๎™‘๎™„๎™๎™ˆ๎™–๎˜ƒ๎˜‹๎˜ฆ๎˜ฑ๎˜ฑ๎˜Œ๎˜ƒ๎™•๎™ˆ๎™‡๎™ˆ๎™–๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™—๎™Œ๎™™๎™„๎™–๎˜ƒ
๎™„๎™‡๎™™๎™ˆ๎™•๎™–๎™„๎™•๎™Œ๎™„๎™–๎˜ƒ๎˜‹๎˜ช๎˜ค๎˜ฑ๎™–๎˜Œ๎˜‘๎˜ƒ๎˜จ๎™–๎™—๎™ˆ๎˜ƒ๎™—๎™Œ๎™“๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™’๎™‡๎™ˆ๎™๎™’๎™–๎˜ƒ๎™†๎™’๎™‘๎™๎™๎™ˆ๎™™๎™„๎™‘๎˜ƒ๎™„๎˜ƒ๎™๎™„๎˜ƒ๎™„๎™“๎™„๎™•๎™Œ๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™‘๎™˜๎™ˆ๎™™๎™„๎™–๎˜ƒ๎™‰๎™’๎™•๎™๎™„๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ
๎™†๎™•๎™ˆ๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜๎˜ƒ๎™“๎™•๎™’๎™™๎™’๎™†๎™„๎™‘๎™‡๎™’๎˜ƒ๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™๎™ฉ๎™–๎˜ƒ๎™™๎™„๎™•๎™Œ๎™„๎™‡๎™„๎™–๎˜ƒ๎™œ๎˜ƒ๎›€๎™˜๎™Œ๎™‡๎™„๎™–๎˜‘๎˜ƒ๎˜ฑ๎™’๎˜ƒ๎™’๎™…๎™–๎™—๎™„๎™‘๎™—๎™ˆ๎˜๎˜ƒ๎™๎™’๎™–๎˜ƒ
๎™„๎™˜๎™—๎™’๎™•๎™ˆ๎™–๎˜ƒ๎™—๎™„๎™๎™…๎™Œ๎™ฐ๎™‘๎˜ƒ๎™๎™๎™ˆ๎™™๎™„๎™‘๎˜ƒ๎™„๎˜ƒ๎™†๎™„๎™…๎™’๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ๎™•๎™ˆ๎™™๎™Œ๎™–๎™Œ๎™น๎™‘๎˜ƒ๎™–๎™’๎™…๎™•๎™ˆ๎˜ƒ๎™„๎™๎™Š๎™˜๎™‘๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™„๎™–๎™“๎™ˆ๎™†๎™—๎™’๎™–๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™”๎™˜๎™ˆ๎™‡๎™„๎™‘๎˜ƒ
๎™“๎™’๎™•๎˜ƒ ๎™•๎™ˆ๎™–๎™’๎™๎™™๎™ˆ๎™•๎˜๎˜ƒ ๎™ˆ๎™‘๎™—๎™•๎™ˆ๎˜ƒ ๎™ˆ๎™๎™๎™’๎™–๎˜๎˜ƒ ๎™๎™„๎™–๎˜ƒ ๎™‡๎™Œ๎šฟ๎™†๎™˜๎™๎™—๎™„๎™‡๎™ˆ๎™–๎˜ƒ ๎™“๎™„๎™•๎™„๎˜ƒ ๎™‰๎™’๎™•๎™๎™„๎™๎™Œ๎™๎™„๎™•๎˜ƒ ๎™Œ๎™‘๎™—๎™ˆ๎™‘๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ ๎™ˆ๎™๎™’๎™†๎™Œ๎™’๎™‘๎™„๎™๎™ˆ๎™–๎˜ƒ ๎™’๎˜ƒ
๎™ˆ๎™›๎™“๎™•๎™ˆ๎™–๎™Œ๎™™๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™„๎˜ƒ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎™๎™ˆ๎™‘๎™—๎™ˆ๎˜‘๎˜ƒ๎˜ณ๎™’๎™•๎˜ƒ๎™’๎™—๎™•๎™’๎˜ƒ๎™๎™„๎™‡๎™’๎˜๎˜ƒ๎™‹๎™„๎™†๎™ˆ๎™‘๎˜ƒ๎™‹๎™Œ๎™‘๎™†๎™„๎™“๎™Œ๎™ฐ๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎˜ƒ
๎™Œ๎™๎™“๎™’๎™•๎™—๎™„๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™—๎™•๎™„๎™—๎™„๎™•๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™ˆ๎™๎™Œ๎™๎™Œ๎™‘๎™„๎™•๎˜ƒ๎™–๎™ˆ๎™–๎™Š๎™’๎™–๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™†๎™’๎™‘๎™๎™˜๎™‘๎™—๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™‡๎™„๎™—๎™’๎™–๎˜ƒ๎™ˆ๎™๎™“๎™๎™ˆ๎™„๎™‡๎™’๎™–๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™‰๎™„๎™–๎™ˆ๎˜ƒ
๎™‡๎™ˆ๎˜ƒ๎™ˆ๎™‘๎™—๎™•๎™ˆ๎™‘๎™„๎™๎™Œ๎™ˆ๎™‘๎™—๎™’๎˜๎˜ƒ๎™˜๎™‘๎˜ƒ๎™„๎™–๎™“๎™ˆ๎™†๎™—๎™’๎˜ƒ๎™†๎™๎™„๎™™๎™ˆ๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™๎™๎™ˆ๎™Š๎™„๎™•๎˜ƒ๎™„๎˜ƒ๎™•๎™ˆ๎™„๎™๎™Œ๎™๎™„๎™•๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜ƒ๎™„๎™–๎™Œ๎™–๎™—๎™Œ๎™‡๎™„๎˜ƒ
๎™“๎™’๎™•๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ๎™๎™ฉ๎™–๎˜ƒ๎™„๎™˜๎™—๎™ฐ๎™‘๎™—๎™Œ๎™†๎™„๎˜ƒ๎™œ๎˜ƒ๎™•๎™Œ๎™†๎™„๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™—๎™ฐ๎™•๎™๎™Œ๎™‘๎™’๎™–๎˜ƒ๎™„๎™•๎™—๎™ด๎™–๎™—๎™Œ๎™†๎™’๎™–๎˜‘๎˜ƒ๎˜‹๎˜ฏ๎™’๎™“๎™ˆ๎™๎˜ƒ๎˜‰๎˜ƒ๎˜ต๎™„๎™๎™Œ๎™•๎™ˆ๎™๎˜‘๎˜๎˜ƒ
๎˜•๎˜“๎˜•๎˜–๎˜Œ๎˜ค๎˜ƒ๎™†๎™’๎™‘๎™—๎™Œ๎™‘๎™˜๎™„๎™†๎™Œ๎™น๎™‘๎˜๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™“๎™•๎™ˆ๎™–๎™ˆ๎™‘๎™—๎™„๎˜ƒ๎™๎™„๎˜ƒ๎™—๎™„๎™…๎™๎™„๎˜ƒ๎˜”๎˜๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™•๎™ˆ๎™„๎™๎™Œ๎™๎™„๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ๎™†๎™’๎™๎™“๎™„๎™•๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™„๎™†๎™ˆ๎™•๎™†๎™„๎˜ƒ
๎™‡๎™ˆ๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™„๎™–๎™“๎™ˆ๎™†๎™—๎™’๎™–๎˜ƒ๎™ˆ๎™™๎™„๎™๎™˜๎™„๎™‡๎™’๎™–๎˜ƒ๎™ˆ๎™‘๎™—๎™•๎™ˆ๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™‹๎™˜๎™๎™„๎™‘๎™„๎™–๎˜ƒ๎™œ๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™„๎™–๎˜ƒ๎™“๎™’๎™•๎˜ƒ๎˜ฌ๎˜ค๎˜
Tabla 1. ๎˜ฆ๎™’๎™๎™“๎™„๎™•๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™ˆ๎™‘๎™—๎™•๎™ˆ๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™‹๎™˜๎™๎™„๎™‘๎™„๎™–๎˜ƒ๎™ˆ๎˜ƒ๎˜ฌ๎˜ค
๎˜ค๎™–๎™“๎™ˆ๎™†๎™—๎™’๎™–๎˜ƒ๎™ˆ๎™™๎™„๎™๎™˜๎™„๎™‡๎™’๎™– ๎˜ฆ๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™น๎™‘๎˜ƒ๎˜ซ๎™˜๎™๎™„๎™‘๎™„ ๎˜ฆ๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™น๎™‘๎˜ƒ๎˜ฌ๎˜ค
Creatividad ๎˜ถ๎™ด ๎˜ถ๎™ด
๎˜ฆ๎™’๎™‹๎™ˆ๎™•๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎˜ท๎™ฐ๎™†๎™‘๎™Œ๎™†๎™„ ๎˜ถ๎™ด ๎˜ถ๎™ด
๎˜ฒ๎™•๎™Œ๎™Š๎™Œ๎™‘๎™„๎™๎™Œ๎™‡๎™„๎™‡ ๎˜ถ๎™ด No
๎˜จ๎™๎™’๎™†๎™Œ๎™’๎™‘๎™„๎™๎™Œ๎™‡๎™„๎™‡ ๎˜ถ๎™ด No
Discusiรณn Logros de la IA
โ€ข ๎˜ฆ๎™„๎™“๎™„๎™†๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™•๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ๎™„๎™๎™“๎™๎™Œ๎™„๎˜ƒ๎™Š๎™„๎™๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™ˆ๎™–๎™—๎™Œ๎™๎™’๎™–๎˜‘
โ€ข ๎˜ต๎™ˆ๎™‡๎™˜๎™†๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™—๎™Œ๎™ˆ๎™๎™“๎™’๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™๎˜ƒ๎™“๎™•๎™’๎™†๎™ˆ๎™–๎™’๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™—๎™Œ๎™™๎™’๎˜‘
Uso de la inteligencia arti๎ฃšcial en la composiciรณn musical: Avances, desafรญos y perspectivas. pp. 226 - 235 /
Volumen 6, nรบmero 3 / DOI: https://doi.org/10.37431/conectividad.v6i3.308
Fecha de recepciรณn: 24 / 03 / 2025
Fecha de aceptaciรณn: 17 / 04 / 2025
Fecha de publicaciรณn: 18 / 07 / 2025
Instituto Superior Tecnolรณgico Universitario Rumiรฑahui
232
Limitaciones
โ€ข ๎˜ฏ๎™„๎˜ƒ๎™‰๎™„๎™๎™—๎™„๎˜ƒ ๎™‡๎™ˆ๎˜ƒ๎™†๎™’๎™‘๎™—๎™ˆ๎™›๎™—๎™’๎˜ƒ ๎™ˆ๎™๎™’๎™†๎™Œ๎™’๎™‘๎™„๎™๎˜ƒ๎™๎™Œ๎™๎™Œ๎™—๎™„๎˜ƒ ๎™๎™„๎˜ƒ ๎™„๎™†๎™ˆ๎™“๎™—๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ ๎™๎™„๎˜ƒ๎˜ฌ๎˜ค๎˜ƒ๎™†๎™’๎™๎™’๎˜ƒ ๎™˜๎™‘๎™„๎˜ƒ๎™‹๎™ˆ๎™•๎™•๎™„๎™๎™Œ๎™ˆ๎™‘๎™—๎™„๎˜ƒ
๎™†๎™’๎™๎™“๎™๎™ˆ๎™—๎™„๎™๎™ˆ๎™‘๎™—๎™ˆ๎˜ƒ๎™„๎™˜๎™—๎™น๎™‘๎™’๎™๎™„๎˜‘
โ€ข ๎˜ฏ๎™’๎™–๎˜ƒ๎™–๎™ˆ๎™–๎™Š๎™’๎™–๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™‡๎™„๎™—๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™ˆ๎™‘๎™—๎™•๎™ˆ๎™‘๎™„๎™๎™Œ๎™ˆ๎™‘๎™—๎™’๎˜ƒ๎™Œ๎™‘๎›€๎™˜๎™œ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™๎˜ƒ๎™•๎™ˆ๎™–๎™˜๎™๎™—๎™„๎™‡๎™’๎˜‘
๎˜ฏ๎™„๎˜ƒ๎™–๎™Œ๎™Š๎™˜๎™Œ๎™ˆ๎™‘๎™—๎™ˆ๎˜ƒ๎™—๎™„๎™…๎™๎™„๎˜ƒ๎™Œ๎™๎™˜๎™–๎™—๎™•๎™„๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™“๎™’๎™•๎™†๎™ˆ๎™‘๎™—๎™„๎™๎™ˆ๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™Š๎™ฐ๎™‘๎™ˆ๎™•๎™’๎™–๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎™ˆ๎™–๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™’๎™–๎˜ƒ๎™๎™ˆ๎™‡๎™Œ๎™„๎™‘๎™—๎™ˆ๎˜ƒ๎˜ฌ๎˜ค๎˜
Tabla 2. ๎˜ง๎™Œ๎™–๎™—๎™•๎™Œ๎™…๎™˜๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™Š๎™ฐ๎™‘๎™ˆ๎™•๎™’๎™–๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎™ˆ๎™–๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™’๎™–๎˜ƒ๎™“๎™’๎™•๎˜ƒ๎˜ฌ๎˜ค
๎˜ช๎™ฐ๎™‘๎™ˆ๎™•๎™’๎˜ƒ๎˜ฐ๎™˜๎™–๎™Œ๎™†๎™„๎™ ๎˜ณ๎™’๎™•๎™†๎™ˆ๎™‘๎™—๎™„๎™๎™ˆ๎˜ƒ๎˜ช๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™’๎˜ƒ๎˜‹๎˜ˆ๎˜Œ
๎˜ฆ๎™๎™ฉ๎™–๎™Œ๎™†๎™’ 30
๎˜ญ๎™„๎™๎™ 25
๎˜ณ๎™’๎™“ 20
๎˜จ๎™๎™ˆ๎™†๎™—๎™•๎™น๎™‘๎™Œ๎™†๎™„ ๎˜”๎˜˜
๎˜จ๎™›๎™“๎™ˆ๎™•๎™Œ๎™๎™ˆ๎™‘๎™—๎™„๎™ ๎˜”๎˜“
๎˜จ๎™๎˜ƒ๎™Š๎™•๎™ฉ๎šฟ๎™†๎™’๎˜ƒ๎˜”๎˜ƒ๎™๎™˜๎™ˆ๎™–๎™—๎™•๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™‘๎™ˆ๎™•๎™„๎˜ƒ๎™™๎™Œ๎™–๎™˜๎™„๎™๎˜ƒ๎™๎™„๎˜ƒ๎™‡๎™Œ๎™–๎™—๎™•๎™Œ๎™…๎™˜๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™Š๎™ฐ๎™‘๎™ˆ๎™•๎™’๎™–๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎™ˆ๎™–๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™’๎™–๎˜ƒ๎™“๎™’๎™•๎˜ƒ๎™๎™’๎™–๎˜ƒ
๎™๎™’๎™‡๎™ˆ๎™๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎˜ฌ๎˜ค๎˜
Grรก๎šฟco 1. ๎˜ง๎™Œ๎™–๎™—๎™•๎™Œ๎™…๎™˜๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™Š๎™ฐ๎™‘๎™ˆ๎™•๎™’๎™–๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎™ˆ๎™–๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™’๎™–๎˜ƒ๎™“๎™’๎™•๎˜ƒ๎˜ฌ๎˜ค
Aplicaciones Actuales
โ€ข ๎˜ฆ๎™•๎™ˆ๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™™๎™Œ๎™‡๎™ˆ๎™’๎™๎™˜๎™ˆ๎™Š๎™’๎™–๎˜ƒ๎™œ๎˜ƒ๎™†๎™Œ๎™‘๎™ˆ๎˜‘
โ€ข ๎˜ซ๎™ˆ๎™•๎™•๎™„๎™๎™Œ๎™ˆ๎™‘๎™—๎™„๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™„๎™“๎™’๎™œ๎™’๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™—๎™’๎™•๎™ˆ๎™–๎˜ƒ๎™œ๎˜ƒ๎™ˆ๎™–๎™—๎™˜๎™‡๎™Œ๎™„๎™‘๎™—๎™ˆ๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜‘
โ€ข ๎˜ฆ๎™•๎™ˆ๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™–๎™Œ๎™‘๎˜ƒ๎™‡๎™ˆ๎™•๎™ˆ๎™†๎™‹๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™„๎™˜๎™—๎™’๎™•๎˜‘
Futuro de la IA en la Mรบsica
โ€ข ๎˜ง๎™ˆ๎™–๎™„๎™•๎™•๎™’๎™๎™๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™’๎™‡๎™ˆ๎™๎™’๎™–๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™Š๎™•๎™ˆ๎™‘๎˜ƒ๎™Œ๎™‘๎™‰๎™’๎™•๎™๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™†๎™˜๎™๎™—๎™˜๎™•๎™„๎™๎˜ƒ๎™œ๎˜ƒ๎™ˆ๎™๎™’๎™†๎™Œ๎™’๎™‘๎™„๎™๎˜‘
โ€ข ๎˜ช๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜ƒ๎™Œ๎™‘๎™†๎™Œ๎™‡๎™ˆ๎™‘๎™—๎™„๎™๎˜๎˜ƒ๎™–๎™Œ๎™‘๎˜ƒ๎™‡๎™ˆ๎™•๎™ˆ๎™†๎™‹๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™„๎™˜๎™—๎™’๎™•๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™“๎™ˆ๎™๎™ด๎™†๎™˜๎™๎™„๎™–๎˜๎˜ƒ๎™๎™˜๎™ˆ๎™Š๎™’๎™–๎˜ƒ๎™œ๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™‡๎™’๎™•๎™ˆ๎™–๎˜ƒ
๎™‡๎™ˆ๎˜ƒ๎™†๎™’๎™‘๎™—๎™ˆ๎™‘๎™Œ๎™‡๎™’๎˜‘
4. CONCLUSIONES
โ€ข ๎˜ฏ๎™„๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ๎™‹๎™„๎˜ƒ๎™‡๎™ˆ๎™๎™’๎™–๎™—๎™•๎™„๎™‡๎™’๎˜ƒ๎™˜๎™‘๎˜ƒ๎™Š๎™•๎™„๎™‘๎˜ƒ๎™“๎™’๎™—๎™ˆ๎™‘๎™†๎™Œ๎™„๎™๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜๎˜ƒ๎™‡๎™„๎™‘๎™‡๎™’๎˜ƒ
๎™‹๎™ˆ๎™•๎™•๎™„๎™๎™Œ๎™ˆ๎™‘๎™—๎™„๎™–๎˜ƒ๎™–๎™Œ๎™‘๎˜ƒ๎™“๎™„๎™•๎™„๎™‘๎™Š๎™น๎™‘๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™‹๎™„๎™‘๎˜ƒ๎™“๎™ˆ๎™•๎™๎™Œ๎™—๎™Œ๎™‡๎™’๎˜ƒ๎™ˆ๎™›๎™“๎™„๎™‘๎™‡๎™Œ๎™•๎˜ƒ๎™ˆ๎™๎˜ƒ๎™—๎™•๎™„๎™…๎™„๎™๎™’๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™—๎™Œ๎™™๎™’๎˜ƒ๎™๎™ฉ๎™–๎˜ƒ๎™„๎™๎™๎™ฉ๎˜ƒ
๎™‡๎™ˆ๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™Š๎™ฐ๎™‘๎™ˆ๎™•๎™’๎™–๎˜‘๎˜ƒ๎˜ถ๎™˜๎˜ƒ๎™†๎™„๎™“๎™„๎™†๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™•๎˜ƒ๎™–๎™ˆ๎™†๎™˜๎™ˆ๎™‘๎™†๎™Œ๎™„๎™–๎˜ƒ๎™๎™ˆ๎™๎™น๎™‡๎™Œ๎™†๎™„๎™–๎˜๎˜ƒ๎™„๎™•๎™๎™’๎™‘๎™Œ๎™๎™„๎™•๎˜ƒ๎™“๎™Œ๎™ˆ๎™๎™„๎™–๎˜ƒ๎™œ๎˜ƒ
Uso de la inteligencia arti๎ฃšcial en la composiciรณn musical: Avances, desafรญos y perspectivas. pp. 226 - 235 /
Volumen 6, nรบmero 3 / DOI: https://doi.org/10.37431/conectividad.v6i3.308
Fecha de recepciรณn: 24 / 03 / 2025
Fecha de aceptaciรณn: 17 / 04 / 2025
Fecha de publicaciรณn: 18 / 07 / 2025
Instituto Superior Tecnolรณgico Universitario Rumiรฑahui
233
๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™•๎˜ƒ๎™„๎™•๎™•๎™ˆ๎™Š๎™๎™’๎™–๎˜ƒ๎™‹๎™„๎˜ƒ๎™—๎™ˆ๎™‘๎™Œ๎™‡๎™’๎˜ƒ๎™†๎™’๎™๎™’๎˜ƒ๎™•๎™ˆ๎™–๎™˜๎™๎™—๎™„๎™‡๎™’๎˜ƒ๎™˜๎™‘๎˜ƒ๎™๎™„๎™œ๎™’๎™•๎˜ƒ๎™—๎™•๎™„๎™…๎™„๎™๎™’๎˜ƒ๎™“๎™’๎™•๎˜ƒ๎™“๎™„๎™•๎™—๎™ˆ๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™’๎™–๎˜ƒ๎™œ๎˜ƒ
๎™๎™’๎™–๎˜ƒ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™—๎™’๎™•๎™ˆ๎™–๎˜๎˜ƒ๎™“๎™ˆ๎™•๎™๎™Œ๎™—๎™Œ๎™ˆ๎™‘๎™‡๎™’๎˜ƒ๎™‘๎™’๎˜ƒ๎™–๎™’๎™๎™’๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ๎™๎™„๎™œ๎™’๎™•๎˜ƒ๎™ˆ๎™›๎™“๎™๎™’๎™•๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜๎˜ƒ๎™–๎™Œ๎™‘๎™’๎˜ƒ๎™—๎™„๎™๎™…๎™Œ๎™ฐ๎™‘๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ
๎™’๎™“๎™—๎™Œ๎™๎™Œ๎™๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™“๎™•๎™’๎™†๎™ˆ๎™–๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™—๎™•๎™„๎™…๎™„๎™๎™’๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™๎˜ƒ๎™–๎™ˆ๎™‘๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™‡๎™˜๎™–๎™—๎™•๎™Œ๎™„๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜‘๎˜ƒ๎˜ฏ๎™„๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ
๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ๎™‹๎™„๎˜ƒ๎™–๎™ˆ๎™•๎™™๎™Œ๎™‡๎™’๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™“๎™•๎™’๎™‰๎™˜๎™‘๎™‡๎™Œ๎™๎™„๎™•๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™‘๎™˜๎™ˆ๎™™๎™„๎™–๎˜ƒ๎™‰๎™’๎™•๎™๎™„๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™•๎™ˆ๎™๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™ˆ๎™‘๎™—๎™•๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™—๎™ˆ๎™†๎™‘๎™’๎™๎™’๎™Š๎™ด๎™„๎˜ƒ
๎™œ๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™—๎™Œ๎™™๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™„๎™•๎™—๎™ด๎™–๎™—๎™Œ๎™†๎™„๎˜๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‘๎™‡๎™’๎˜ƒ๎™•๎™ˆ๎™†๎™˜๎™•๎™–๎™’๎™–๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™“๎™ˆ๎™•๎™๎™Œ๎™—๎™ˆ๎™‘๎˜ƒ๎™„๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™—๎™’๎™•๎™ˆ๎™–๎˜ƒ๎™ˆ๎™›๎™“๎™„๎™‘๎™‡๎™Œ๎™•๎˜ƒ
๎™–๎™˜๎˜ƒ๎™๎™ˆ๎™‘๎™Š๎™˜๎™„๎™๎™ˆ๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜ƒ๎™œ๎˜ƒ๎™ˆ๎™›๎™“๎™ˆ๎™•๎™Œ๎™๎™ˆ๎™‘๎™—๎™„๎™•๎˜ƒ๎™†๎™’๎™‘๎˜ƒ๎™ˆ๎™–๎™—๎™•๎™˜๎™†๎™—๎™˜๎™•๎™„๎™–๎˜ƒ๎™‘๎™˜๎™ˆ๎™™๎™„๎™–๎˜‘๎˜ƒ๎˜ฆ๎™’๎™‘๎™‰๎™’๎™•๎™๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ
๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ๎™–๎™Œ๎™Š๎™˜๎™ˆ๎˜ƒ๎™„๎™™๎™„๎™‘๎™๎™„๎™‘๎™‡๎™’๎˜๎˜ƒ๎™–๎™˜๎˜ƒ๎™ˆ๎™‘๎™†๎™„๎™๎™ˆ๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™๎˜ƒ๎™ฉ๎™๎™…๎™Œ๎™—๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜ƒ๎™‹๎™„๎™†๎™ˆ๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ
๎™†๎™’๎™‘๎™—๎™ˆ๎™๎™“๎™๎™ˆ๎™๎™’๎™–๎˜ƒ๎™‘๎™˜๎™ˆ๎™™๎™„๎™–๎˜ƒ๎™“๎™ˆ๎™•๎™–๎™“๎™ˆ๎™†๎™—๎™Œ๎™™๎™„๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™—๎™•๎™„๎™…๎™„๎™๎™’๎˜ƒ๎™„๎˜ƒ๎™‘๎™Œ๎™™๎™ˆ๎™๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜ƒ๎™†๎™’๎™๎™ˆ๎™•๎™†๎™Œ๎™„๎™๎˜๎˜ƒ
๎™œ๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™†๎™’๎™‘๎™—๎™ˆ๎™›๎™—๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™Œ๎™‘๎™™๎™ˆ๎™–๎™—๎™Œ๎™Š๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™ˆ๎˜ƒ๎™Œ๎™‘๎™‘๎™’๎™™๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜‘๎˜ƒ
โ€ข ๎˜ค๎™˜๎™‘๎˜ƒ๎™†๎™˜๎™„๎™‘๎™‡๎™’๎˜ƒ๎™œ๎™„๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™‹๎™„๎˜ƒ๎™‡๎™„๎™‡๎™’๎˜ƒ๎™˜๎™‘๎˜ƒ๎™“๎™„๎™–๎™’๎˜ƒ๎™„๎™‡๎™ˆ๎™๎™„๎™‘๎™—๎™ˆ๎˜ƒ๎™„๎™๎˜ƒ๎™‡๎™ˆ๎™–๎™„๎™•๎™•๎™’๎™๎™๎™„๎™•๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ๎™„๎™“๎™๎™Œ๎™†๎™„๎™‡๎™„๎˜ƒ
๎™„๎˜ƒ ๎™๎™„๎˜ƒ ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜๎˜ƒ ๎™—๎™„๎™๎™…๎™Œ๎™ฐ๎™‘๎˜ƒ ๎™ˆ๎™–๎˜ƒ ๎™†๎™Œ๎™ˆ๎™•๎™—๎™’๎˜ƒ ๎™”๎™˜๎™ˆ๎˜ƒ ๎™„๎™พ๎™‘๎˜ƒ ๎™ˆ๎™›๎™Œ๎™–๎™—๎™ˆ๎™‘๎˜ƒ ๎™…๎™„๎™•๎™•๎™ˆ๎™•๎™„๎™–๎˜ƒ ๎™Œ๎™๎™“๎™’๎™•๎™—๎™„๎™‘๎™—๎™ˆ๎™–๎˜๎˜ƒ ๎™๎™ฉ๎™–๎˜ƒ ๎™„๎™พ๎™‘๎˜ƒ ๎™ˆ๎™‘๎˜ƒ ๎™๎™’๎˜ƒ
๎™”๎™˜๎™ˆ๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™•๎™ˆ๎šฟ๎™ˆ๎™•๎™ˆ๎˜ƒ๎™„๎˜ƒ๎™–๎™ˆ๎™•๎˜ƒ๎™†๎™„๎™“๎™„๎™†๎™ˆ๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™†๎™„๎™“๎™—๎™˜๎™•๎™„๎™•๎˜ƒ๎™๎™„๎˜ƒ๎™ˆ๎™›๎™“๎™•๎™ˆ๎™–๎™Œ๎™™๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜ƒ๎™œ๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™†๎™’๎™•๎™“๎™’๎™•๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ
๎™†๎™’๎™‘๎™—๎™ˆ๎™›๎™—๎™’๎™–๎˜ƒ๎™†๎™˜๎™๎™—๎™˜๎™•๎™„๎™๎™ˆ๎™–๎˜๎˜ƒ๎™ˆ๎™‘๎™—๎™•๎™ˆ๎˜ƒ๎™’๎™—๎™•๎™’๎™–๎˜ƒ๎™‰๎™„๎™†๎™—๎™’๎™•๎™ˆ๎™–๎˜‘๎˜ƒ๎˜ค๎˜ƒ๎™“๎™ˆ๎™–๎™„๎™•๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™„๎™๎™Š๎™’๎™•๎™Œ๎™—๎™๎™’๎™–๎˜ƒ๎™‹๎™„๎™‘๎˜ƒ๎™‡๎™ˆ๎™๎™’๎™–๎™—๎™•๎™„๎™‡๎™’๎˜ƒ
๎™–๎™ˆ๎™•๎˜ƒ๎™†๎™„๎™“๎™„๎™†๎™ˆ๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™•๎™ˆ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™Œ๎™•๎˜ƒ๎™“๎™„๎™—๎™•๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™๎™ˆ๎™๎™น๎™‡๎™Œ๎™†๎™’๎™–๎˜ƒ๎™œ๎˜ƒ๎™„๎™•๎™๎™น๎™‘๎™Œ๎™†๎™’๎™–๎˜ƒ๎™„๎˜ƒ๎™๎™„๎˜ƒ๎™“๎™ˆ๎™•๎™‰๎™ˆ๎™†๎™†๎™Œ๎™น๎™‘๎˜ƒ๎˜‹๎™ˆ๎˜ƒ๎™Œ๎™‘๎™†๎™๎™˜๎™–๎™’๎˜ƒ
๎™–๎™˜๎™“๎™ˆ๎™•๎™„๎™‘๎™‡๎™’๎˜ƒ ๎™„๎˜ƒ ๎™‹๎™˜๎™๎™„๎™‘๎™’๎™–๎˜ƒ ๎™„๎™†๎™˜๎™–๎™„๎™‡๎™’๎™–๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™—๎™ˆ๎™‘๎™ˆ๎™•๎˜ƒ ๎™˜๎™‘๎˜ƒ ๎™‰๎™’๎™‘๎™‡๎™’๎˜ƒ ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜ƒ ๎™๎™Œ๎™๎™Œ๎™—๎™„๎™‡๎™’๎˜Œ๎˜๎˜ƒ ๎™•๎™ˆ๎™“๎™๎™Œ๎™†๎™„๎™•๎˜ƒ ๎™๎™„๎˜ƒ
๎™Œ๎™‘๎™—๎™ˆ๎™‘๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™„๎™•๎™—๎™ด๎™–๎™—๎™Œ๎™†๎™„๎˜ƒ๎™‡๎™ˆ๎™๎˜ƒ๎™„๎™˜๎™—๎™’๎™•๎˜ƒ๎™œ๎˜ƒ๎™๎™„๎˜ƒ๎™–๎™ˆ๎™‘๎™–๎™Œ๎™…๎™Œ๎™๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™‹๎™˜๎™๎™„๎™‘๎™„๎˜ƒ๎™–๎™Œ๎™Š๎™˜๎™ˆ๎˜ƒ๎™–๎™Œ๎™ˆ๎™‘๎™‡๎™’๎˜ƒ๎™˜๎™‘๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™‹๎™Œ๎™—๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ
๎™๎™„๎™–๎˜ƒ๎™—๎™ˆ๎™†๎™‘๎™’๎™๎™’๎™Š๎™ด๎™„๎™–๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™๎˜ƒ๎™†๎™„๎™๎™“๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎˜ฌ๎˜ค๎˜ƒ๎™†๎™’๎™๎™’๎˜ƒ๎™—๎™Œ๎™“๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™—๎™ˆ๎™†๎™‘๎™’๎™๎™’๎™Š๎™ด๎™„๎˜ƒ๎™‡๎™ˆ๎™–๎™„๎™•๎™•๎™’๎™๎™๎™„๎™‡๎™„๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™๎˜ƒ๎™„๎™‘๎™ฉ๎™๎™Œ๎™–๎™Œ๎™–๎˜ƒ
๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜‘๎˜ƒ๎˜ณ๎™’๎™‡๎™ˆ๎™•๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™•๎™“๎™•๎™ˆ๎™—๎™„๎™•๎˜ƒ๎™œ๎˜ƒ๎™“๎™’๎™‡๎™ˆ๎™•๎˜ƒ๎™—๎™•๎™„๎™‘๎™–๎™๎™Œ๎™—๎™Œ๎™•๎˜ƒ๎™ˆ๎™๎™’๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™†๎™’๎™๎™“๎™๎™ˆ๎™๎™„๎™–๎˜๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™‡๎™ˆ๎šฟ๎™‘๎™Œ๎™—๎™Œ๎™™๎™„๎˜๎˜ƒ๎™–๎™’๎™‘๎˜ƒ
๎™˜๎™‘๎™’๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™๎™’๎™–๎˜ƒ ๎™ˆ๎™๎™ˆ๎™๎™ˆ๎™‘๎™—๎™’๎™–๎˜ƒ ๎™†๎™ˆ๎™‘๎™—๎™•๎™„๎™๎™ˆ๎™–๎˜ƒ ๎™”๎™˜๎™ˆ๎˜ƒ ๎™๎™„๎˜ƒ ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜ƒ ๎™†๎™•๎™ˆ๎™„๎™‡๎™„๎˜ƒ ๎™“๎™’๎™•๎˜ƒ ๎™‹๎™˜๎™๎™„๎™‘๎™’๎™–๎˜ƒ ๎™“๎™’๎™–๎™ˆ๎™ˆ๎˜๎˜ƒ ๎™œ๎˜ƒ ๎™˜๎™‘๎™’๎˜ƒ ๎™‡๎™ˆ๎˜ƒ
๎™๎™’๎™–๎˜ƒ๎™“๎™˜๎™‘๎™—๎™’๎™–๎˜ƒ ๎™‡๎™ˆ๎˜ƒ๎™‡๎™Œ๎šฟ๎™†๎™˜๎™๎™—๎™„๎™‡๎˜ƒ๎™‡๎™ˆ๎˜ƒ ๎™๎™’๎™–๎˜ƒ๎™๎™’๎™‡๎™ˆ๎™๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ ๎˜ฌ๎˜ค๎˜‘๎˜ƒ๎˜จ๎™‘๎˜ƒ ๎™ˆ๎™–๎™—๎™ˆ๎˜ƒ ๎™–๎™ˆ๎™‘๎™—๎™Œ๎™‡๎™’๎˜ƒ๎™ˆ๎™–๎˜ƒ ๎™Œ๎™๎™“๎™’๎™•๎™—๎™„๎™‘๎™—๎™ˆ๎˜ƒ ๎™–๎™ˆ๎™Š๎™˜๎™Œ๎™•๎˜ƒ
๎™‡๎™ˆ๎™–๎™„๎™•๎™•๎™’๎™๎™๎™„๎™‘๎™‡๎™’๎˜ƒ ๎™ˆ๎™–๎™—๎™•๎™„๎™—๎™ˆ๎™Š๎™Œ๎™„๎™–๎˜ƒ ๎™”๎™˜๎™ˆ๎˜ƒ ๎™“๎™ˆ๎™•๎™๎™Œ๎™—๎™ˆ๎™‘๎˜ƒ ๎™™๎™’๎™๎™™๎™ˆ๎™•๎˜ƒ ๎™„๎˜ƒ ๎™‡๎™’๎™—๎™„๎™•๎˜ƒ ๎™„๎˜ƒ ๎™ˆ๎™–๎™—๎™„๎™–๎˜ƒ ๎™๎™ฉ๎™”๎™˜๎™Œ๎™‘๎™„๎™–๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™‘๎™˜๎™ˆ๎™™๎™„๎™–๎˜ƒ
๎™†๎™„๎™“๎™„๎™†๎™Œ๎™‡๎™„๎™‡๎™ˆ๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™†๎™’๎™‘๎™—๎™ˆ๎™›๎™—๎™˜๎™„๎™๎™Œ๎™๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™œ๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™„๎™‡๎™„๎™“๎™—๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎™๎˜ƒ๎™ˆ๎™–๎™—๎™Œ๎™๎™’๎˜๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™†๎™’๎™‘๎™–๎™ˆ๎™Š๎™˜๎™Œ๎™•๎˜ƒ๎™˜๎™‘๎˜ƒ๎™—๎™Œ๎™“๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ
๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ ๎™‘๎™’๎˜ƒ ๎™–๎™’๎™๎™’๎˜ƒ ๎™–๎™ˆ๎™„๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎™๎™ˆ๎™‘๎™—๎™ˆ๎˜ƒ ๎™†๎™’๎™‹๎™ˆ๎™•๎™ˆ๎™‘๎™—๎™ˆ๎˜ƒ ๎™†๎™’๎™…๎™•๎™„๎™‘๎™‡๎™’๎˜ƒ ๎™•๎™ˆ๎™๎™ˆ๎™™๎™„๎™‘๎™†๎™Œ๎™„๎˜ƒ ๎™ˆ๎™๎˜ƒ
๎™ˆ๎™–๎™—๎™Œ๎™๎™’๎˜๎˜ƒ๎™–๎™Œ๎™‘๎™’๎˜ƒ๎™—๎™„๎™๎™…๎™Œ๎™ฐ๎™‘๎˜ƒ๎™„๎™•๎™—๎™ด๎™–๎™—๎™Œ๎™†๎™„๎™๎™ˆ๎™‘๎™—๎™ˆ๎˜ƒ๎™„๎™—๎™ˆ๎™‘๎™‡๎™Œ๎™…๎™๎™ˆ๎˜‘
โ€ข ๎˜ฏ๎™’๎™–๎˜ƒ ๎™“๎™•๎™’๎™†๎™ˆ๎™–๎™’๎™–๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™Œ๎™‘๎™—๎™ˆ๎™Š๎™•๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™๎™„๎˜ƒ ๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ ๎™†๎™’๎™‘๎˜ƒ ๎™๎™„๎˜ƒ ๎™†๎™•๎™ˆ๎™„๎™—๎™Œ๎™™๎™Œ๎™‡๎™„๎™‡๎˜ƒ ๎™‹๎™˜๎™๎™„๎™‘๎™„๎˜ƒ
๎™“๎™ˆ๎™•๎™๎™Œ๎™—๎™ˆ๎™‘๎˜ƒ๎™—๎™•๎™„๎™‘๎™–๎™‰๎™’๎™•๎™๎™„๎™•๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™‡๎™˜๎™–๎™—๎™•๎™Œ๎™„๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‘๎˜ƒ๎™†๎™„๎™๎™Œ๎™‘๎™’๎™–๎˜ƒ๎™Œ๎™‘๎™ˆ๎™›๎™“๎™๎™’๎™•๎™„๎™‡๎™’๎™–๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™๎˜ƒ๎™„๎™•๎™—๎™ˆ๎˜ƒ
๎™œ๎˜ƒ๎™๎™„๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜‘๎˜ƒ๎˜ฏ๎™„๎˜ƒ๎™˜๎™‘๎™Œ๎™น๎™‘๎˜ƒ๎™ˆ๎™‘๎™—๎™•๎™ˆ๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ๎™“๎™„๎™•๎™—๎™ˆ๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™—๎™ˆ๎™†๎™‘๎™’๎™๎™’๎™Š๎™ด๎™„๎˜ƒ๎™œ๎˜ƒ๎™ˆ๎™๎˜ƒ๎™„๎™•๎™—๎™ˆ๎˜ƒ๎™‘๎™’๎˜ƒ๎™™๎™Œ๎™ˆ๎™‘๎™ˆ๎˜ƒ๎™„๎˜ƒ๎™–๎™˜๎™–๎™—๎™Œ๎™—๎™˜๎™Œ๎™•๎˜ƒ๎™๎™„๎™–๎˜ƒ
๎™†๎™„๎™“๎™„๎™†๎™Œ๎™‡๎™„๎™‡๎™ˆ๎™–๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™…๎™•๎™Œ๎™‘๎™‡๎™„๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™—๎™Œ๎™™๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™‹๎™˜๎™๎™„๎™‘๎™„๎˜๎˜ƒ๎™–๎™Œ๎™‘๎™’๎˜ƒ๎™๎™ฉ๎™–๎˜ƒ๎™…๎™Œ๎™ˆ๎™‘๎˜ƒ๎™„๎˜ƒ๎™Œ๎™‘๎™†๎™•๎™ˆ๎™๎™ˆ๎™‘๎™—๎™„๎™•๎™๎™„๎˜ƒ๎™„๎˜ƒ๎™—๎™•๎™„๎™™๎™ฐ๎™–๎˜ƒ
๎™‡๎™ˆ๎˜ƒ๎™˜๎™‘๎˜ƒ๎™†๎™’๎™‘๎™๎™˜๎™‘๎™—๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™‹๎™ˆ๎™•๎™•๎™„๎™๎™Œ๎™ˆ๎™‘๎™—๎™„๎™–๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™ˆ๎™›๎™“๎™„๎™‘๎™‡๎™ˆ๎™‘๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™’๎™“๎™’๎™•๎™—๎™˜๎™‘๎™Œ๎™‡๎™„๎™‡๎™ˆ๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™น๎™‘๎˜๎˜ƒ๎™๎™„๎˜ƒ
๎™“๎™•๎™’๎™‡๎™˜๎™†๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™œ๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™•๎™“๎™•๎™ˆ๎™—๎™„๎™†๎™Œ๎™น๎™‘๎˜‘๎˜ƒ๎˜ง๎™ˆ๎˜ƒ๎™ˆ๎™–๎™—๎™„๎˜ƒ๎™๎™„๎™‘๎™ˆ๎™•๎™„๎˜๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™“๎™•๎™ˆ๎™–๎™ˆ๎™‘๎™—๎™„๎˜ƒ๎™†๎™’๎™๎™’๎˜ƒ
๎™˜๎™‘๎˜ƒ๎™–๎™’๎™“๎™’๎™•๎™—๎™ˆ๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™‹๎™„๎™†๎™ˆ๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™ˆ๎™๎˜ƒ๎™’๎˜ƒ๎™๎™„๎˜ƒ๎™„๎™˜๎™—๎™’๎™•๎™„๎˜ƒ๎™ˆ๎™›๎™“๎™ˆ๎™•๎™Œ๎™๎™ˆ๎™‘๎™—๎™ˆ๎˜ƒ๎™†๎™’๎™‘๎˜ƒ๎™‘๎™˜๎™ˆ๎™™๎™„๎™–๎˜ƒ๎™ˆ๎™–๎™—๎™•๎™˜๎™†๎™—๎™˜๎™•๎™„๎™–๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎™ˆ๎™–๎˜ƒ๎™œ๎˜ƒ
๎™‡๎™ฐ๎˜ƒ๎™๎™˜๎™Š๎™„๎™•๎˜ƒ๎™„๎˜ƒ๎™„๎™•๎™•๎™ˆ๎™Š๎™๎™’๎™–๎˜ƒ๎™†๎™’๎™๎™“๎™๎™ˆ๎™๎™’๎™–๎˜๎˜ƒ๎™’๎˜ƒ๎™…๎™Œ๎™ˆ๎™‘๎˜๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™’๎™“๎™—๎™Œ๎™๎™Œ๎™†๎™ˆ๎˜ƒ๎™“๎™•๎™’๎™†๎™ˆ๎™–๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎™‘๎™—๎™•๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™†๎™Œ๎™น๎™‘๎˜ƒ
๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜‘๎˜ƒ๎˜จ๎™๎˜ƒ๎™‡๎™ˆ๎™–๎™„๎™‰๎™ด๎™’๎˜ƒ๎™ˆ๎™–๎™—๎™ฉ๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™‘๎™†๎™’๎™‘๎™—๎™•๎™„๎™•๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ๎™ˆ๎™”๎™˜๎™Œ๎™‡๎™Œ๎™–๎™—๎™„๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™—๎™„๎™๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ
๎™–๎™ˆ๎™„๎˜ƒ๎™˜๎™‘๎˜ƒ๎™†๎™’๎™๎™“๎™๎™ˆ๎™๎™ˆ๎™‘๎™—๎™’๎˜ƒ๎™‘๎™’๎˜ƒ๎™–๎™น๎™๎™’๎˜ƒ๎™ˆ๎™‰๎™ˆ๎™†๎™—๎™Œ๎™™๎™’๎˜๎˜ƒ๎™–๎™Œ๎™‘๎™’๎˜ƒ๎™—๎™„๎™๎™…๎™Œ๎™ฐ๎™‘๎˜ƒ๎™ˆ๎™‘๎™•๎™Œ๎™”๎™˜๎™ˆ๎™†๎™ˆ๎™‡๎™’๎™•๎˜ƒ๎™‡๎™ˆ๎™๎˜ƒ๎™“๎™•๎™’๎™†๎™ˆ๎™–๎™’๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜ƒ
๎™”๎™˜๎™ˆ๎˜ƒ๎™‘๎™’๎˜ƒ๎™‡๎™ˆ๎™–๎™ˆ๎™”๎™˜๎™Œ๎™๎™Œ๎™…๎™•๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‡๎™ˆ๎™‘๎™—๎™Œ๎šฟ๎™†๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™„๎™•๎™—๎™ด๎™–๎™—๎™Œ๎™†๎™„๎˜ƒ๎™œ๎˜ƒ๎™ˆ๎™›๎™“๎™•๎™ˆ๎™–๎™Œ๎™™๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‹๎™˜๎™๎™„๎™‘๎™„๎˜‘
โ€ข ๎˜ฏ๎™„๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™‘๎™’๎™•๎™๎™„๎™–๎˜ƒ๎™†๎™’๎™‘๎™†๎™•๎™ˆ๎™—๎™„๎™–๎˜ƒ๎™–๎™’๎™…๎™•๎™ˆ๎˜ƒ๎™‡๎™ˆ๎™•๎™ˆ๎™†๎™‹๎™’๎™–๎˜๎˜ƒ๎™†๎™’๎™“๎™œ๎™•๎™Œ๎™Š๎™‹๎™—๎˜ƒ๎™œ๎˜ƒ๎™ฐ๎™—๎™Œ๎™†๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™˜๎™–๎™’๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜ƒ
๎™‘๎™’๎˜ƒ๎™–๎™น๎™๎™’๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™„๎˜ƒ๎™–๎™Œ๎™‘๎™’๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™„๎˜ƒ๎™œ๎˜ƒ๎™‡๎™Œ๎™–๎™ˆ๎™ธ๎™„๎™…๎™„๎˜ƒ๎™†๎™’๎™‘๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜๎˜ƒ๎™ˆ๎™–๎˜ƒ๎™˜๎™‘๎˜ƒ๎™—๎™ˆ๎™๎™„๎˜ƒ๎™†๎™๎™„๎™™๎™ˆ๎˜ƒ
๎™‡๎™ˆ๎™‘๎™—๎™•๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™“๎™’๎™–๎™Œ๎™…๎™Œ๎™๎™Œ๎™‡๎™„๎™‡๎™ˆ๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™Š๎™•๎™„๎™•๎˜ƒ๎™–๎™˜๎˜ƒ๎™˜๎™–๎™’๎˜ƒ๎™‡๎™ˆ๎™‘๎™—๎™•๎™’๎˜ƒ๎™‡๎™ˆ๎™๎˜ƒ๎™๎™˜๎™‘๎™‡๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™‡๎™˜๎™–๎™—๎™•๎™Œ๎™„๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜‘๎˜ƒ
Uso de la inteligencia arti๎ฃšcial en la composiciรณn musical: Avances, desafรญos y perspectivas. pp. 226 - 235 /
Volumen 6, nรบmero 3 / DOI: https://doi.org/10.37431/conectividad.v6i3.308
Fecha de recepciรณn: 24 / 03 / 2025
Fecha de aceptaciรณn: 17 / 04 / 2025
Fecha de publicaciรณn: 18 / 07 / 2025
Instituto Superior Tecnolรณgico Universitario Rumiรฑahui
234
๎˜จ๎™๎˜ƒ๎™†๎™•๎™ˆ๎™†๎™Œ๎™ˆ๎™‘๎™—๎™ˆ๎˜ƒ๎™–๎™ˆ๎™๎™๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™ˆ๎™–๎™—๎™’๎™–๎˜ƒ๎™–๎™Œ๎™–๎™—๎™ˆ๎™๎™„๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎˜ฌ๎˜ค๎˜ƒ๎™†๎™’๎™๎™’๎˜ƒ๎™‹๎™ˆ๎™•๎™•๎™„๎™๎™Œ๎™ˆ๎™‘๎™—๎™„๎™–๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™•๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜๎˜ƒ๎™“๎™๎™„๎™‘๎™—๎™ˆ๎™„๎˜ƒ
๎™„๎™๎˜ƒ๎™๎™˜๎™‘๎™‡๎™’๎˜ƒ๎™๎™˜๎™•๎™ด๎™‡๎™Œ๎™†๎™’๎˜ƒ๎™“๎™•๎™ˆ๎™Š๎™˜๎™‘๎™—๎™„๎™–๎˜ƒ๎™–๎™’๎™…๎™•๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™“๎™•๎™’๎™“๎™Œ๎™ˆ๎™‡๎™„๎™‡๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™๎™ˆ๎™†๎™—๎™˜๎™„๎™๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™‡๎™„๎™–๎˜ƒ
๎™†๎™’๎™‘๎˜ƒ๎™๎™„๎˜ƒ๎™„๎™œ๎™˜๎™‡๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎˜ฌ๎˜ค๎˜๎˜ƒ๎™๎™’๎˜ƒ๎™†๎™˜๎™ฉ๎™๎˜ƒ๎™ˆ๎™›๎™Œ๎™Š๎™ˆ๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™“๎™’๎™†๎™’๎˜ƒ๎™„๎˜ƒ๎™“๎™’๎™†๎™’๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™™๎™„๎™œ๎™„๎™‘๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™‘๎™‡๎™’๎˜ƒ๎™‘๎™’๎™•๎™๎™„๎™–๎˜ƒ
๎™†๎™๎™„๎™•๎™„๎™–๎˜ƒ๎™œ๎˜ƒ๎™๎™˜๎™–๎™—๎™„๎™–๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™“๎™ˆ๎™•๎™๎™Œ๎™—๎™„๎™‘๎˜ƒ๎™‘๎™’๎˜ƒ๎™–๎™น๎™๎™’๎˜ƒ๎™“๎™•๎™’๎™—๎™ˆ๎™Š๎™ˆ๎™•๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎™•๎™ˆ๎™†๎™‹๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™“๎™ˆ๎™•๎™–๎™’๎™‘๎™„๎™–๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™‘๎˜๎˜ƒ
๎™–๎™Œ๎™‘๎™’๎˜ƒ๎™—๎™„๎™๎™…๎™Œ๎™ฐ๎™‘๎˜ƒ๎™˜๎™‘๎˜ƒ๎™˜๎™–๎™’๎˜ƒ๎™†๎™’๎™‘๎™–๎™†๎™Œ๎™ˆ๎™‘๎™—๎™ˆ๎˜ƒ๎™œ๎˜ƒ๎™—๎™•๎™„๎™‘๎™–๎™“๎™„๎™•๎™ˆ๎™‘๎™—๎™ˆ๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™ˆ๎™–๎™—๎™„๎™–๎˜ƒ๎™‹๎™ˆ๎™•๎™•๎™„๎™๎™Œ๎™ˆ๎™‘๎™—๎™„๎™–๎˜ƒ๎™‡๎™ˆ๎™‘๎™—๎™•๎™’๎˜ƒ๎™‡๎™ˆ๎™๎˜ƒ๎™†๎™„๎™๎™“๎™’๎˜ƒ
๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™†๎™Œ๎™น๎™‘๎˜‘๎˜ƒ๎˜ท๎™„๎™๎™…๎™Œ๎™ฐ๎™‘๎˜ƒ๎™ˆ๎™–๎˜ƒ๎™Œ๎™๎™“๎™•๎™ˆ๎™–๎™†๎™Œ๎™‘๎™‡๎™Œ๎™…๎™๎™ˆ๎˜ƒ๎™˜๎™‘๎˜ƒ๎™ˆ๎™–๎™—๎™„๎™…๎™๎™ˆ๎™†๎™Œ๎™๎™Œ๎™ˆ๎™‘๎™—๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™†๎™•๎™Œ๎™—๎™ˆ๎™•๎™Œ๎™’๎™–๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™•๎™ˆ๎™Š๎™˜๎™๎™ˆ๎™‘๎˜ƒ๎™๎™„๎˜ƒ
๎™„๎™˜๎™—๎™’๎™•๎™ด๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™’๎™…๎™•๎™„๎™–๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™„๎™–๎˜๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™“๎™„๎™•๎™—๎™ˆ๎˜ƒ๎™’๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™—๎™’๎™—๎™„๎™๎˜๎˜ƒ๎™†๎™’๎™‘๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ๎™“๎™„๎™•๎™„๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™ˆ๎™๎˜ƒ
๎™“๎™•๎™’๎™Š๎™•๎™ˆ๎™–๎™’๎˜ƒ๎™—๎™ˆ๎™†๎™‘๎™’๎™๎™น๎™Š๎™Œ๎™†๎™’๎˜ƒ๎™“๎™•๎™’๎™๎™˜๎™ˆ๎™™๎™„๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ๎™๎™น๎™Š๎™Œ๎™†๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™˜๎™–๎™—๎™Œ๎™†๎™Œ๎™„๎˜ƒ๎™œ๎˜ƒ๎™•๎™ˆ๎™†๎™’๎™‘๎™’๎™†๎™Œ๎™๎™Œ๎™ˆ๎™‘๎™—๎™’๎˜ƒ๎™„๎™•๎™—๎™ด๎™–๎™—๎™Œ๎™†๎™’๎™–๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™๎˜ƒ
๎™†๎™„๎™๎™“๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™‡๎™˜๎™–๎™—๎™•๎™Œ๎™„๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜‘
โ€ข ๎˜ฏ๎™’๎™–๎˜ƒ ๎™‰๎™˜๎™—๎™˜๎™•๎™’๎™–๎˜ƒ ๎™‡๎™ˆ๎™–๎™„๎™•๎™•๎™’๎™๎™๎™’๎™–๎˜ƒ ๎™ˆ๎™‘๎˜ƒ ๎™๎™„๎˜ƒ ๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ ๎™„๎™“๎™๎™Œ๎™†๎™„๎™‡๎™„๎˜ƒ ๎™„๎˜ƒ ๎™๎™„๎˜ƒ ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜ƒ ๎™‡๎™ˆ๎™…๎™ˆ๎™•๎™ด๎™„๎™‘๎˜ƒ
๎™ˆ๎™–๎™—๎™„๎™•๎˜ƒ ๎™๎™„๎™•๎™†๎™„๎™‡๎™’๎™–๎˜ƒ๎™“๎™’๎™•๎˜ƒ ๎™๎™„๎˜ƒ ๎™“๎™ˆ๎™•๎™–๎™’๎™‘๎™„๎™๎™Œ๎™๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ ๎™–๎™˜๎™–๎˜ƒ ๎™๎™’๎™‡๎™ˆ๎™๎™’๎™–๎˜ƒ ๎™“๎™„๎™•๎™„๎˜ƒ ๎™”๎™˜๎™ˆ๎˜ƒ ๎™“๎™˜๎™ˆ๎™‡๎™„๎™‘๎˜ƒ ๎™†๎™’๎™‘๎™—๎™•๎™Œ๎™…๎™˜๎™Œ๎™•๎˜ƒ๎™„๎˜ƒ
๎™‡๎™ˆ๎™–๎™„๎™•๎™•๎™’๎™๎™๎™„๎™•๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™๎™ฉ๎™–๎˜ƒ๎™•๎™ˆ๎™„๎™๎™ˆ๎™–๎˜ƒ๎™œ๎˜ƒ๎™ˆ๎™๎™’๎™†๎™Œ๎™’๎™‘๎™„๎™๎™๎™ˆ๎™‘๎™—๎™ˆ๎˜ƒ๎™ˆ๎™›๎™“๎™•๎™ˆ๎™–๎™Œ๎™™๎™„๎™–๎˜‘๎˜ƒ๎˜ง๎™ˆ๎™…๎™ˆ๎™๎™’๎™–๎˜ƒ๎™“๎™ˆ๎™‘๎™–๎™„๎™•๎˜ƒ
๎™”๎™˜๎™ˆ๎˜ƒ ๎™๎™„๎˜ƒ ๎™ˆ๎™™๎™’๎™๎™˜๎™†๎™Œ๎™น๎™‘๎˜ƒ ๎™‡๎™ˆ๎˜ƒ ๎™ˆ๎™–๎™—๎™„๎™–๎˜ƒ ๎™—๎™ˆ๎™†๎™‘๎™’๎™๎™’๎™Š๎™ด๎™„๎™–๎˜ƒ ๎™‘๎™’๎˜ƒ ๎™–๎™น๎™๎™’๎˜ƒ ๎™Œ๎™๎™“๎™๎™Œ๎™†๎™„๎˜ƒ ๎™๎™„๎˜ƒ ๎™“๎™•๎™ˆ๎™†๎™Œ๎™–๎™Œ๎™น๎™‘๎˜ƒ ๎™—๎™ฐ๎™†๎™‘๎™Œ๎™†๎™„๎˜๎˜ƒ ๎™–๎™Œ๎™‘๎™’๎˜ƒ ๎™๎™„๎˜ƒ
๎™†๎™„๎™“๎™„๎™†๎™Œ๎™‡๎™„๎™‡๎˜ƒ ๎™“๎™„๎™•๎™„๎˜ƒ ๎™†๎™„๎™“๎™—๎™„๎™•๎˜ƒ ๎™ˆ๎™–๎™’๎™–๎˜ƒ ๎™๎™„๎™—๎™Œ๎™†๎™ˆ๎™–๎˜ƒ ๎™Œ๎™‘๎™—๎™ˆ๎™•๎™“๎™•๎™ˆ๎™—๎™„๎™—๎™Œ๎™™๎™’๎™–๎˜ƒ ๎™”๎™˜๎™ˆ๎˜ƒ ๎™Œ๎™‘๎™†๎™Œ๎™‡๎™Œ๎™•๎™ฉ๎™‘๎˜ƒ ๎™ˆ๎™‘๎˜ƒ ๎™๎™„๎˜ƒ ๎™“๎™•๎™’๎™‰๎™˜๎™‘๎™‡๎™Œ๎™‡๎™„๎™‡๎˜ƒ
๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜‘๎˜ƒ๎˜ฏ๎™„๎˜ƒ๎™“๎™’๎™–๎™Œ๎™…๎™Œ๎™๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™“๎™ˆ๎™•๎™–๎™’๎™‘๎™„๎™๎™Œ๎™๎™„๎™•๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™๎™’๎™‡๎™ˆ๎™๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎˜ฌ๎˜ค๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™–๎™—๎™Œ๎™๎™’๎™–๎˜ƒ๎™œ๎˜ƒ
๎™“๎™•๎™ˆ๎™‰๎™ˆ๎™•๎™ˆ๎™‘๎™†๎™Œ๎™„๎™–๎˜ƒ๎™Œ๎™‘๎™‡๎™Œ๎™™๎™Œ๎™‡๎™˜๎™„๎™๎™ˆ๎™–๎˜ƒ๎™‹๎™„๎˜ƒ๎™Œ๎™‘๎™†๎™•๎™ˆ๎™๎™ˆ๎™‘๎™—๎™„๎™‡๎™’๎˜ƒ๎™ˆ๎™๎˜ƒ๎™™๎™ด๎™‘๎™†๎™˜๎™๎™’๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™ˆ๎™›๎™Œ๎™–๎™—๎™ˆ๎˜ƒ๎™ˆ๎™‘๎™—๎™•๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™‡๎™„๎˜ƒ
๎™“๎™’๎™•๎˜ƒ๎˜ฌ๎˜ค๎˜ƒ๎™œ๎˜ƒ๎™๎™„๎˜ƒ๎™ˆ๎™›๎™“๎™ˆ๎™•๎™Œ๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™—๎™Œ๎™™๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™“๎™ˆ๎™•๎™–๎™’๎™‘๎™„๎™–๎˜‘๎˜ƒ๎˜ณ๎™„๎™•๎™„๎˜ƒ๎™ˆ๎™๎™๎™’๎˜๎˜ƒ๎™๎™„๎™–๎˜ƒ๎™Œ๎™‘๎™™๎™ˆ๎™–๎™—๎™Œ๎™Š๎™„๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™‰๎™˜๎™—๎™˜๎™•๎™„๎™–๎˜ƒ
๎™‡๎™ˆ๎™…๎™ˆ๎™‘๎˜ƒ๎™‡๎™ˆ๎™–๎™„๎™•๎™•๎™’๎™๎™๎™„๎™•๎˜ƒ๎™„๎™๎™Š๎™’๎™•๎™Œ๎™—๎™๎™’๎™–๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™“๎™’๎™–๎™ˆ๎™„๎™‘๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ๎™๎™ˆ๎™๎™’๎™•๎˜ƒ๎™†๎™’๎™๎™“๎™•๎™ˆ๎™‘๎™–๎™Œ๎™น๎™‘๎˜ƒ๎™†๎™’๎™‘๎™—๎™ˆ๎™›๎™—๎™˜๎™„๎™๎˜ž๎˜ƒ๎™„๎™–๎™ด๎˜๎˜ƒ๎™๎™„๎˜ƒ๎˜ฌ๎˜ค๎˜ƒ
๎™‘๎™’๎˜ƒ๎™–๎™น๎™๎™’๎˜ƒ๎™ˆ๎™–๎˜ƒ๎™†๎™„๎™“๎™„๎™๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™ˆ๎™–๎™—๎™•๎™˜๎™†๎™—๎™˜๎™•๎™„๎™•๎˜ƒ๎™๎™พ๎™–๎™Œ๎™†๎™„๎™–๎˜ƒ๎™†๎™’๎™‹๎™ˆ๎™•๎™ˆ๎™‘๎™—๎™ˆ๎™–๎˜๎˜ƒ๎™–๎™Œ๎™‘๎™’๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™™๎™„๎˜ƒ๎™๎™’๎™Š๎™•๎™„๎™‘๎™‡๎™’๎˜ƒ๎™‡๎™„๎™•๎˜ƒ๎™•๎™ˆ๎™–๎™“๎™˜๎™ˆ๎™–๎™—๎™„๎™–๎˜ƒ
๎™„๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™‘๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™ˆ๎™›๎™“๎™•๎™ˆ๎™–๎™Œ๎™™๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™—๎™’๎™•๎™ˆ๎™–๎˜‘
๎˜ฏ๎™„๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ๎™‹๎™„๎˜ƒ๎™ˆ๎™๎™ˆ๎™•๎™Š๎™Œ๎™‡๎™’๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™๎˜ƒ๎™ฉ๎™๎™…๎™Œ๎™—๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎™„๎™๎˜ƒ๎™†๎™’๎™๎™’๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ๎™“๎™•๎™’๎™“๎™˜๎™ˆ๎™–๎™—๎™„๎˜ƒ
๎™‘๎™’๎™™๎™ˆ๎™‡๎™’๎™–๎™„๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™‹๎™„๎˜ƒ๎™“๎™ˆ๎™•๎™๎™Œ๎™—๎™Œ๎™‡๎™’๎˜ƒ๎™™๎™Œ๎™–๎™๎™˜๎™๎™…๎™•๎™„๎™•๎˜ƒ๎™๎™„๎˜ƒ๎™“๎™’๎™–๎™Œ๎™…๎™Œ๎™๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™ˆ๎™๎™„๎™…๎™’๎™•๎™„๎™•๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™†๎™’๎™‘๎˜ƒ๎™ˆ๎™–๎™—๎™•๎™˜๎™†๎™—๎™˜๎™•๎™„๎™–๎˜ƒ
๎™†๎™’๎™๎™“๎™๎™ˆ๎™๎™„๎™–๎˜ƒ๎™œ๎˜ƒ๎™†๎™’๎™‘๎˜ƒ๎™†๎™’๎™‹๎™ˆ๎™•๎™ˆ๎™‘๎™†๎™Œ๎™„๎˜ƒ๎™—๎™ฐ๎™†๎™‘๎™Œ๎™†๎™„๎˜‘๎˜ƒ๎˜ค๎™˜๎™‘๎˜ƒ๎™„๎™–๎™ด๎˜๎˜ƒ๎™œ๎˜ƒ๎™„๎™˜๎™‘๎™”๎™˜๎™ˆ๎˜ƒ๎™‹๎™„๎™œ๎™„๎˜ƒ๎™—๎™•๎™„๎™ด๎™‡๎™’๎˜ƒ๎™†๎™’๎™‘๎™–๎™Œ๎™Š๎™’๎˜ƒ๎™†๎™Œ๎™ˆ๎™•๎™—๎™’๎™–๎˜ƒ๎™„๎™™๎™„๎™‘๎™†๎™ˆ๎™–๎˜๎˜ƒ๎™๎™„๎˜ƒ
๎™†๎™„๎™“๎™„๎™†๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™“๎™’๎™‡๎™ˆ๎™•๎˜ƒ๎™•๎™ˆ๎™“๎™๎™Œ๎™†๎™„๎™•๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™•๎™“๎™•๎™ˆ๎™—๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™ˆ๎™๎™’๎™†๎™Œ๎™’๎™‘๎™„๎™๎˜ƒ๎™œ๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™’๎™๎™“๎™•๎™ˆ๎™‘๎™–๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎™๎˜ƒ๎™†๎™’๎™‘๎™—๎™ˆ๎™›๎™—๎™’๎˜ƒ๎™†๎™˜๎™๎™—๎™˜๎™•๎™„๎™๎˜ƒ
๎™–๎™˜๎™“๎™’๎™‘๎™‡๎™•๎™ฉ๎™‘๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ๎™Š๎™•๎™„๎™‘๎˜ƒ๎™‡๎™Œ๎šฟ๎™†๎™˜๎™๎™—๎™„๎™‡๎˜‘๎˜ƒ๎˜ณ๎™„๎™•๎™„๎˜ƒ๎™„๎™™๎™„๎™‘๎™๎™„๎™•๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ๎™๎™„๎™‘๎™ˆ๎™•๎™„๎˜ƒ๎™๎™ฉ๎™–๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™•๎™๎™ˆ๎™‡๎™Œ๎™„๎˜ƒ๎™ˆ๎™‘๎™—๎™•๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™—๎™Œ๎™™๎™Œ๎™‡๎™„๎™‡๎˜ƒ
๎™‡๎™ˆ๎™๎˜ƒ๎™‹๎™˜๎™๎™„๎™‘๎™’๎˜ƒ๎™œ๎˜ƒ๎™๎™„๎˜ƒ๎˜ฌ๎˜ค๎˜ƒ๎™ˆ๎™–๎˜ƒ๎™๎™˜๎™œ๎˜ƒ๎™Œ๎™๎™“๎™’๎™•๎™—๎™„๎™‘๎™—๎™ˆ๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™‰๎™˜๎™—๎™˜๎™•๎™„๎™–๎˜ƒ๎™Œ๎™‘๎™™๎™ˆ๎™–๎™—๎™Œ๎™Š๎™„๎™†๎™Œ๎™’๎™‘๎™ˆ๎™–๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™๎™๎™ˆ๎™™๎™ˆ๎™‘๎˜ƒ๎™„๎˜ƒ๎™†๎™„๎™…๎™’๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™—๎™’๎™•๎™‘๎™’๎˜ƒ๎™„๎˜ƒ
๎™๎™„๎˜ƒ๎™ˆ๎™๎™„๎™…๎™’๎™•๎™„๎™†๎™Œ๎™น๎™‘๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™’๎™‡๎™ˆ๎™๎™’๎™–๎˜ƒ๎™๎™ฉ๎™–๎˜ƒ๎›€๎™ˆ๎™›๎™Œ๎™…๎™๎™ˆ๎™–๎˜ƒ๎™œ๎˜ƒ๎™ˆ๎™–๎™—๎™ฐ๎™—๎™Œ๎™†๎™„๎™๎™ˆ๎™‘๎™—๎™ˆ๎˜ƒ๎™•๎™ˆ๎™†๎™ˆ๎™“๎™—๎™Œ๎™™๎™’๎™–๎˜‘๎˜ƒ๎˜ฏ๎™’๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™‘๎™—๎™„๎˜ƒ๎™‡๎™ˆ๎™†๎™Œ๎™•๎˜ƒ๎™ˆ๎™–๎˜ƒ
๎™”๎™˜๎™ˆ๎˜ƒ๎™‘๎™’๎˜ƒ๎™–๎™น๎™๎™’๎˜ƒ๎™–๎™ˆ๎˜ƒ๎™‹๎™„๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™ˆ๎™๎™’๎™•๎™„๎™•๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™„๎™“๎™„๎™†๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™„๎™๎™Š๎™’๎™•๎™Œ๎™—๎™๎™’๎™–๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™๎™’๎™–๎˜ƒ๎™๎™’๎™‡๎™’๎™–๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™„๎™‘๎™„๎™๎™Œ๎™๎™„๎™•๎˜ƒ๎™•๎™ˆ๎™“๎™ˆ๎™•๎™—๎™’๎™•๎™Œ๎™’๎™–๎˜ƒ
๎™ˆ๎™–๎™—๎™Œ๎™๎™ด๎™–๎™—๎™Œ๎™†๎™’๎™–๎˜ƒ๎™œ๎˜ƒ๎™•๎™ˆ๎™“๎™•๎™’๎™‡๎™˜๎™†๎™Œ๎™•๎™๎™’๎™–๎˜ƒ๎™–๎™Œ๎™‘๎™’๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™„๎™‡๎™ˆ๎™๎™ฉ๎™–๎˜ƒ๎™‡๎™ˆ๎™…๎™ˆ๎˜ƒ๎™ˆ๎™›๎™Œ๎™–๎™—๎™Œ๎™•๎˜ƒ๎™˜๎™‘๎˜ƒ๎™๎™’๎™‡๎™’๎˜ƒ๎™‡๎™ˆ๎˜ƒ๎™Œ๎™‘๎™‡๎™„๎™Š๎™„๎™•๎˜ƒ๎™ˆ๎™‘๎˜ƒ๎™ˆ๎™๎˜ƒ๎™”๎™˜๎™ˆ๎˜ƒ๎™๎™„๎˜ƒ๎˜ฌ๎˜ค๎˜ƒ
๎™–๎™ˆ๎™“๎™„๎˜ƒ๎™•๎™ˆ๎™“๎™•๎™ˆ๎™–๎™ˆ๎™‘๎™—๎™„๎™•๎˜ƒ๎™๎™„๎˜ƒ๎™Œ๎™‘๎™—๎™ˆ๎™‘๎™†๎™Œ๎™’๎™‘๎™„๎™๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™„๎™•๎™—๎™ด๎™–๎™—๎™Œ๎™†๎™„๎˜ƒ๎™‡๎™ˆ๎™๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™—๎™’๎™•๎˜ƒ๎™œ๎˜ƒ๎™–๎™ˆ๎™“๎™„๎˜ƒ๎™—๎™„๎™๎™…๎™Œ๎™ฐ๎™‘๎˜ƒ๎™•๎™ˆ๎™–๎™“๎™’๎™‘๎™‡๎™ˆ๎™•๎˜ƒ๎™„๎˜ƒ๎™†๎™น๎™๎™’๎˜ƒ
๎™–๎™ˆ๎˜ƒ๎™‡๎™ˆ๎™…๎™ˆ๎™•๎™ด๎™„๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™•๎˜ƒ๎™˜๎™‘๎™„๎˜ƒ๎™‰๎™’๎™•๎™๎™„๎˜ƒ๎™๎™ฉ๎™–๎˜ƒ๎™๎™„๎™—๎™Œ๎™๎™„๎™‡๎™„๎˜ƒ๎™„๎˜ƒ๎™๎™„๎˜ƒ๎™†๎™„๎™“๎™„๎™†๎™Œ๎™‡๎™„๎™‡๎˜ƒ๎™ˆ๎™›๎™“๎™•๎™ˆ๎™–๎™Œ๎™™๎™„๎˜ƒ๎™‡๎™ˆ๎™๎˜ƒ๎™“๎™•๎™’๎™“๎™Œ๎™’๎˜ƒ๎™“๎™•๎™’๎™†๎™ˆ๎™–๎™’๎˜ƒ๎™†๎™•๎™ˆ๎™„๎™—๎™Œ๎™™๎™’๎˜‘
REFERENCIAS
๎˜ฅ๎™•๎™Œ๎™’๎™—๎˜๎˜ƒ๎˜ญ๎˜‘๎˜ƒ๎˜ณ๎˜‘๎˜๎˜ƒ๎˜‰๎˜ƒ๎˜ณ๎™„๎™†๎™‹๎™ˆ๎™—๎˜๎˜ƒ๎˜ฉ๎˜‘๎˜ƒ๎˜‹๎˜•๎˜“๎˜”๎˜›๎˜Œ๎˜‘๎˜ƒ๎šณ๎˜ง๎™ˆ๎™ˆ๎™“๎˜ƒ๎™๎™ˆ๎™„๎™•๎™‘๎™Œ๎™‘๎™Š๎˜ƒ๎™‰๎™’๎™•๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™—๎™Œ๎™’๎™‘๎˜๎˜ƒ๎˜ฆ๎™‹๎™„๎™๎™๎™ˆ๎™‘๎™Š๎™ˆ๎™–๎˜ƒ๎™„๎™‘๎™‡๎˜ƒ๎™‡๎™Œ๎™•๎™ˆ๎™†๎™—๎™Œ๎™’๎™‘๎™–๎˜‘๎šด๎˜ƒ
Neural Computing and Applications๎˜๎˜ƒ๎˜–๎˜•๎˜‹๎˜—๎˜Œ๎˜๎˜ƒ๎˜œ๎˜›๎˜”๎˜๎˜œ๎˜œ๎˜–๎˜‘
๎˜ฅ๎™•๎™Œ๎™’๎™—๎˜๎˜ƒ๎˜ญ๎˜‘๎˜๎˜ƒ๎˜ซ๎™„๎™‡๎™๎™ˆ๎™•๎™ˆ๎™–๎˜๎˜ƒ๎˜ช๎˜‘๎˜๎˜ƒ๎˜‰๎˜ƒ๎˜ณ๎™„๎™†๎™‹๎™ˆ๎™—๎˜๎˜ƒ๎˜ฉ๎˜‘๎˜ƒ๎˜‹๎˜•๎˜“๎˜”๎˜œ๎˜Œ๎˜‘๎˜ƒ๎šณ๎˜ง๎™ˆ๎™ˆ๎™“๎˜ƒ๎˜ฏ๎™ˆ๎™„๎™•๎™‘๎™Œ๎™‘๎™Š๎˜ƒ๎˜ท๎™ˆ๎™†๎™‹๎™‘๎™Œ๎™”๎™˜๎™ˆ๎™–๎˜ƒ๎™‰๎™’๎™•๎˜ƒ๎˜ฐ๎™˜๎™–๎™Œ๎™†๎˜ƒ๎˜ช๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™—๎™Œ๎™’๎™‘๎˜‘๎šด
๎˜ฆ๎™Œ๎™™๎™Œ๎™—๎˜๎˜ƒ๎˜ฐ๎˜‘๎˜๎˜ƒ๎˜ฆ๎™Œ๎™™๎™Œ๎™—๎˜๎˜ฐ๎™„๎™–๎™’๎™—๎˜๎˜ƒ๎˜ญ๎˜‘๎˜๎˜ƒ๎˜ฆ๎™˜๎™„๎™‡๎™•๎™„๎™‡๎™’๎˜๎˜ƒ๎˜ฉ๎˜‘๎˜๎˜ƒ๎˜จ๎™–๎™†๎™„๎™๎™’๎™‘๎™„๎˜๎˜ƒ๎˜ฐ๎˜‘๎˜๎˜ƒ๎˜‹๎˜•๎˜“๎˜•๎˜•๎˜Œ๎˜‘๎˜ƒ๎šณ๎˜ค๎˜ƒ๎™–๎™œ๎™–๎™—๎™ˆ๎™๎™„๎™—๎™Œ๎™†๎˜ƒ๎™•๎™ˆ๎™™๎™Œ๎™ˆ๎™š๎˜ƒ๎™’๎™‰๎˜ƒ๎™„๎™•๎™—๎™Œ๎šฟ๎™†๎™Œ๎™„๎™๎˜ƒ
๎™Œ๎™‘๎™—๎™ˆ๎™๎™๎™Œ๎™Š๎™ˆ๎™‘๎™†๎™ˆ๎˜๎™…๎™„๎™–๎™ˆ๎™‡๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™—๎™Œ๎™’๎™‘๎˜๎˜ƒ๎˜ถ๎™†๎™’๎™“๎™ˆ๎˜๎˜ƒ๎™„๎™“๎™“๎™๎™Œ๎™†๎™„๎™—๎™Œ๎™’๎™‘๎™–๎˜๎˜ƒ๎™„๎™‘๎™‡๎˜ƒ๎™‰๎™˜๎™—๎™˜๎™•๎™ˆ๎˜ƒ๎™—๎™•๎™ˆ๎™‘๎™‡๎™–๎˜‘๎šด
๎˜ง๎™’๎™‘๎™Š๎˜๎˜ƒ๎˜ซ๎˜‘๎˜ƒ๎˜บ๎˜‘๎˜๎˜ƒ๎˜ซ๎™–๎™Œ๎™„๎™’๎˜๎˜ƒ๎˜บ๎˜‘๎˜ƒ๎˜ผ๎˜‘๎˜๎˜ƒ๎˜ผ๎™„๎™‘๎™Š๎˜๎˜ƒ๎˜ฏ๎˜‘๎˜ƒ๎˜ฆ๎˜‘๎˜๎˜ƒ๎˜‰๎˜ƒ๎˜ผ๎™„๎™‘๎™Š๎˜๎˜ƒ๎˜ผ๎˜‘๎˜ƒ๎˜ซ๎˜‘๎˜ƒ๎˜‹๎˜•๎˜“๎˜”๎˜›๎˜Œ๎˜‘๎˜ƒ๎šณ๎˜ฐ๎™˜๎™–๎™ˆ๎˜ช๎˜ค๎˜ฑ๎˜๎˜ƒ๎˜ฐ๎™˜๎™๎™—๎™Œ๎˜๎™—๎™•๎™„๎™†๎™Ž๎˜ƒ๎™–๎™ˆ๎™”๎™˜๎™ˆ๎™‘๎™—๎™Œ๎™„๎™๎˜ƒ
๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™—๎™Œ๎™™๎™ˆ๎˜ƒ๎™„๎™‡๎™™๎™ˆ๎™•๎™–๎™„๎™•๎™Œ๎™„๎™๎˜ƒ๎™‘๎™ˆ๎™—๎™š๎™’๎™•๎™Ž๎™–๎˜ƒ๎™‰๎™’๎™•๎˜ƒ๎™–๎™œ๎™๎™…๎™’๎™๎™Œ๎™†๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™—๎™Œ๎™’๎™‘๎˜ƒ๎™„๎™‘๎™‡๎˜ƒ๎™„๎™†๎™†๎™’๎™๎™“๎™„๎™‘๎™Œ๎™๎™ˆ๎™‘๎™—๎˜‘๎šด๎˜ƒ๎˜ฌ๎™‘๎˜ƒ
Uso de la inteligencia arti๎ฃšcial en la composiciรณn musical: Avances, desafรญos y perspectivas. pp. 226 - 235 /
Volumen 6, nรบmero 3 / DOI: https://doi.org/10.37431/conectividad.v6i3.308
Fecha de recepciรณn: 24 / 03 / 2025
Fecha de aceptaciรณn: 17 / 04 / 2025
Fecha de publicaciรณn: 18 / 07 / 2025
Instituto Superior Tecnolรณgico Universitario Rumiรฑahui
235
Proceedings of the AAAI Conference on Arti๎šฟcial Intelligence๎˜ƒ๎˜‹๎˜น๎™’๎™๎˜‘๎˜ƒ๎˜–๎˜•๎˜๎˜ƒ๎˜ฑ๎™’๎˜‘๎˜ƒ๎˜”๎˜Œ๎˜‘
๎˜ซ๎™„๎™‡๎™๎™ˆ๎™•๎™ˆ๎™–๎˜๎˜ƒ๎˜ช๎˜‘๎˜๎˜ƒ๎˜ณ๎™„๎™†๎™‹๎™ˆ๎™—๎˜๎˜ƒ๎˜ฉ๎˜‘๎˜๎˜ƒ๎˜‰๎˜ƒ๎˜ฑ๎™Œ๎™ˆ๎™๎™–๎™ˆ๎™‘๎˜๎˜ƒ๎˜ฉ๎˜‘๎˜ƒ๎˜‹๎˜•๎˜“๎˜”๎˜š๎˜Œ๎˜‘๎˜ƒ๎šณ๎˜ง๎™ˆ๎™ˆ๎™“๎˜ฅ๎™„๎™†๎™‹๎˜๎˜ƒ๎™„๎˜ƒ๎™–๎™—๎™ˆ๎™ˆ๎™•๎™„๎™…๎™๎™ˆ๎˜ƒ๎™๎™’๎™‡๎™ˆ๎™๎˜ƒ๎™‰๎™’๎™•๎˜ƒ๎˜ฅ๎™„๎™†๎™‹๎˜ƒ๎™†๎™‹๎™’๎™•๎™„๎™๎™ˆ๎™–๎˜ƒ
๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™—๎™Œ๎™’๎™‘๎˜‘๎šด๎˜ƒ๎˜ฌ๎™‘๎˜ƒProceedings of the 34th International Conference on Machine Learning
๎˜‹๎™“๎™“๎˜‘๎˜ƒ๎˜”๎˜–๎˜™๎˜•๎˜๎˜”๎˜–๎˜š๎˜”๎˜Œ๎˜‘
๎˜ซ๎™ˆ๎™•๎™•๎™ˆ๎™๎™„๎™‘๎™–๎˜๎˜ƒ๎˜ง๎˜‘๎˜๎˜ƒ๎˜‰๎˜ƒ๎˜ฆ๎™‹๎™ˆ๎™š๎˜๎˜ƒ๎˜จ๎˜‘๎˜ƒ๎˜‹๎˜•๎˜“๎˜”๎˜š๎˜Œ๎˜‘๎˜ƒ๎šณ๎˜ฐ๎™’๎™•๎™“๎™‹๎™ˆ๎™˜๎˜ถ๎˜๎˜ƒ๎˜ค๎™˜๎™—๎™’๎™๎™„๎™—๎™Œ๎™†๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™—๎™Œ๎™’๎™‘๎˜ƒ๎™š๎™Œ๎™—๎™‹๎˜ƒ๎™•๎™ˆ๎™†๎™˜๎™•๎™•๎™ˆ๎™‘๎™—๎˜ƒ
๎™“๎™„๎™—๎™—๎™ˆ๎™•๎™‘๎˜ƒ๎™†๎™’๎™‘๎™–๎™—๎™•๎™„๎™Œ๎™‘๎™—๎™–๎˜ƒ๎™„๎™‘๎™‡๎˜ƒ๎™—๎™ˆ๎™‘๎™–๎™Œ๎™’๎™‘๎˜ƒ๎™“๎™•๎™’๎šฟ๎™๎™ˆ๎™–๎˜‘๎šด๎˜ƒIEEE Transactions on A๎ฟผective Computing,
๎˜›๎˜‹๎˜—๎˜Œ๎˜๎˜ƒ๎˜š๎˜•๎˜š๎˜๎˜š๎˜–๎˜œ๎˜‘
๎˜ซ๎™˜๎™„๎™‘๎™Š๎˜๎˜ƒ๎˜ผ๎˜‘๎˜๎˜ƒ๎˜ซ๎™–๎™˜๎™„๎™‘๎˜๎˜ƒ๎˜ผ๎˜‘๎˜๎˜ƒ๎˜‹๎˜•๎˜“๎˜•๎˜“๎˜Œ๎˜‘๎˜ƒ๎šณ๎˜ณ๎™’๎™“๎˜ƒ๎˜ฐ๎™˜๎™–๎™Œ๎™†๎˜ƒ๎˜ท๎™•๎™„๎™‘๎™–๎™‰๎™’๎™•๎™๎™ˆ๎™•๎˜๎˜ƒ๎˜ฅ๎™ˆ๎™„๎™—๎˜๎™…๎™„๎™–๎™ˆ๎™‡๎˜ƒ๎˜ฐ๎™’๎™‡๎™ˆ๎™๎™Œ๎™‘๎™Š๎˜ƒ๎™„๎™‘๎™‡๎˜ƒ๎˜ช๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™—๎™Œ๎™’๎™‘๎˜ƒ
๎™’๎™‰๎˜ƒ๎˜จ๎™›๎™“๎™•๎™ˆ๎™–๎™–๎™Œ๎™™๎™ˆ๎˜ƒ๎˜ณ๎™’๎™“๎˜ƒ๎˜ณ๎™Œ๎™„๎™‘๎™’๎˜ƒ๎˜ฆ๎™’๎™๎™“๎™’๎™–๎™Œ๎™—๎™Œ๎™’๎™‘๎™–๎˜‘๎šด
๎˜ฎ๎™Œ๎™๎˜๎˜ƒ๎˜ญ๎˜‘๎˜๎˜ƒ๎˜ณ๎™„๎™•๎™Ž๎˜๎˜ƒ๎˜ถ๎˜‘๎˜๎˜ƒ ๎˜‰๎˜ƒ ๎˜ฏ๎™ˆ๎™ˆ๎˜๎˜ƒ๎˜ฎ๎˜‘๎˜ƒ๎˜‹๎˜•๎˜“๎˜•๎˜”๎˜Œ๎˜‘๎˜ƒ๎šณ๎˜จ๎™๎™’๎™—๎™Œ๎™’๎™‘๎˜๎™…๎™„๎™–๎™ˆ๎™‡๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™—๎™Œ๎™’๎™‘๎˜ƒ ๎™˜๎™–๎™Œ๎™‘๎™Š๎˜ƒ ๎™‡๎™ˆ๎™ˆ๎™“๎˜ƒ๎™๎™ˆ๎™„๎™•๎™‘๎™Œ๎™‘๎™Š๎˜ƒ
๎™‰๎™•๎™„๎™๎™ˆ๎™š๎™’๎™•๎™Ž๎™–๎˜‘๎šด
๎˜ฏ๎™’๎™“๎™ˆ๎™๎˜๎˜ƒ๎˜ค๎˜‘๎˜๎˜ƒ ๎˜‰๎˜ƒ ๎˜ต๎™„๎™๎™Œ๎™•๎™ˆ๎™๎˜๎˜ƒ ๎˜ง๎˜‘๎˜ƒ ๎˜‹๎˜•๎˜“๎˜•๎˜–๎˜Œ๎˜‘๎˜ƒ ๎šณ๎˜ค๎™‘๎™„๎™๎™œ๎™๎™Œ๎™‘๎™Š๎˜ƒ ๎˜ณ๎™˜๎™…๎™๎™Œ๎™†๎˜ƒ ๎˜ต๎™ˆ๎™†๎™ˆ๎™“๎™—๎™Œ๎™’๎™‘๎˜ƒ ๎™—๎™’๎˜ƒ๎˜ค๎˜ฌ๎˜๎˜ช๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™—๎™ˆ๎™‡๎˜ƒ ๎˜ฐ๎™˜๎™–๎™Œ๎™†๎˜ƒ ๎™Œ๎™‘๎˜ƒ
๎˜ฐ๎™’๎™‡๎™ˆ๎™•๎™‘๎˜ƒ๎˜ณ๎™๎™„๎™—๎™‰๎™’๎™•๎™๎™–๎˜‘
๎˜ต๎™’๎™…๎™ˆ๎™•๎™—๎™–๎˜๎˜ƒ๎˜ค๎˜‘๎˜๎˜ƒ ๎˜จ๎™‘๎™Š๎™ˆ๎™๎˜๎˜ƒ ๎˜ญ๎˜‘๎˜๎˜ƒ ๎˜ต๎™„๏ต๎™ˆ๎™๎˜๎˜ƒ๎˜ฆ๎˜‘๎˜๎˜ƒ ๎˜ซ๎™„๎™š๎™—๎™‹๎™’๎™•๎™‘๎™ˆ๎˜๎˜ƒ ๎˜ฆ๎˜‘๎˜๎˜ƒ ๎˜‰๎˜ƒ ๎˜จ๎™†๎™Ž๎˜๎˜ƒ ๎˜ง๎˜‘๎˜ƒ ๎˜‹๎˜•๎˜“๎˜”๎˜›๎˜Œ๎˜‘๎˜ƒ ๎šณ๎˜ค๎˜ƒ ๎™‹๎™Œ๎™ˆ๎™•๎™„๎™•๎™†๎™‹๎™Œ๎™†๎™„๎™๎˜ƒ ๎™๎™„๎™—๎™ˆ๎™‘๎™—๎˜ƒ
๎™™๎™ˆ๎™†๎™—๎™’๎™•๎˜ƒ๎™๎™’๎™‡๎™ˆ๎™๎˜ƒ๎™‰๎™’๎™•๎˜ƒ๎™๎™ˆ๎™„๎™•๎™‘๎™Œ๎™‘๎™Š๎˜ƒ๎™๎™’๎™‘๎™Š๎˜๎™—๎™ˆ๎™•๎™๎˜ƒ๎™–๎™—๎™•๎™˜๎™†๎™—๎™˜๎™•๎™ˆ๎˜ƒ๎™Œ๎™‘๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎˜‘๎šด๎˜ƒ๎˜ฌ๎™‘๎˜ƒ Proceedings of the 35th
International Conference on Machine Learning๎˜ƒ๎˜‹๎™“๎™“๎˜‘๎˜ƒ๎˜—๎˜–๎˜™๎˜—๎˜๎˜—๎˜–๎˜š๎˜–๎˜Œ๎˜‘
๎˜ถ๎™—๎™˜๎™•๎™๎˜๎˜ƒ ๎˜ฅ๎˜‘๎˜ƒ ๎˜ฏ๎˜‘๎˜๎˜ƒ ๎˜ถ๎™„๎™‘๎™—๎™’๎™–๎˜๎˜ƒ ๎˜ญ๎˜‘๎˜ƒ ๎˜ฉ๎˜‘๎˜๎˜ƒ ๎˜ฅ๎™ˆ๎™‘๎˜๎˜ท๎™„๎™๎˜๎˜ƒ ๎˜ฒ๎˜‘๎˜๎˜ƒ ๎˜‰๎˜ƒ ๎˜ฎ๎™’๎™•๎™–๎™‹๎™˜๎™‘๎™’๎™™๎™„๎˜๎˜ƒ ๎˜ฌ๎˜‘๎˜ƒ ๎˜‹๎˜•๎˜“๎˜”๎˜™๎˜Œ๎˜‘๎˜ƒ ๎šณ๎˜ฐ๎™˜๎™–๎™Œ๎™†๎˜ƒ ๎™—๎™•๎™„๎™‘๎™–๎™†๎™•๎™Œ๎™“๎™—๎™Œ๎™’๎™‘๎˜ƒ
๎™๎™’๎™‡๎™ˆ๎™๎™๎™Œ๎™‘๎™Š๎˜ƒ๎™„๎™‘๎™‡๎˜ƒ๎™†๎™’๎™๎™“๎™’๎™–๎™Œ๎™—๎™Œ๎™’๎™‘๎˜ƒ๎™˜๎™–๎™Œ๎™‘๎™Š๎˜ƒ๎™‡๎™ˆ๎™ˆ๎™“๎˜ƒ๎™๎™ˆ๎™„๎™•๎™‘๎™Œ๎™‘๎™Š๎˜‘๎šด๎˜ƒ๎˜ฌ๎™‘๎˜ƒProceedings of the 1st Conference
on Computer Simulation of Musical Creativity๎˜‘
๎˜ผ๎™„๎™‘๎™Š๎˜๎˜ƒ ๎˜ฏ๎˜‘๎˜ƒ ๎˜ฆ๎˜‘๎˜๎˜ƒ ๎˜ฆ๎™‹๎™’๎™˜๎˜๎˜ƒ ๎˜ถ๎˜‘๎˜ƒ ๎˜ผ๎˜‘๎˜๎˜ƒ ๎˜‰๎˜ƒ ๎˜ผ๎™„๎™‘๎™Š๎˜๎˜ƒ ๎˜ผ๎˜‘๎˜ƒ ๎˜ซ๎˜‘๎˜ƒ ๎˜‹๎˜•๎˜“๎˜”๎˜š๎˜Œ๎˜‘๎˜ƒ ๎šณ๎˜ฐ๎™Œ๎™‡๎™Œ๎˜ฑ๎™ˆ๎™—๎˜๎˜ƒ ๎˜ค๎˜ƒ ๎™†๎™’๎™‘๎™™๎™’๎™๎™˜๎™—๎™Œ๎™’๎™‘๎™„๎™๎˜ƒ ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™—๎™Œ๎™™๎™ˆ๎˜ƒ
๎™„๎™‡๎™™๎™ˆ๎™•๎™–๎™„๎™•๎™Œ๎™„๎™๎˜ƒ๎™‘๎™ˆ๎™—๎™š๎™’๎™•๎™Ž๎˜ƒ๎™‰๎™’๎™•๎˜ƒ๎™–๎™œ๎™๎™…๎™’๎™๎™Œ๎™†๎˜๎™‡๎™’๎™๎™„๎™Œ๎™‘๎˜ƒ๎™๎™˜๎™–๎™Œ๎™†๎˜ƒ๎™Š๎™ˆ๎™‘๎™ˆ๎™•๎™„๎™—๎™Œ๎™’๎™‘๎˜‘๎šด๎˜ƒ๎˜ฌ๎™‘๎˜ƒProceedings of the 18th
International Society for Music Information Retrieval Conference๎˜ƒ๎˜‹๎™“๎™“๎˜‘๎˜ƒ๎˜–๎˜•๎˜—๎˜๎˜–๎˜–๎˜”๎˜Œ๎˜‘