DocumentCode
3108684
Title
Automatic composition system based on genetic algorithm and N-gram model
Author
TOMARI, Manabu ; SATO, Masayuki ; Osana, Yuko
Author_Institution
Sch. of Comput. Sci., Tokyo Univ. of Technol., Tokyo
fYear
2008
fDate
12-15 Oct. 2008
Firstpage
202
Lastpage
207
Abstract
In this paper, we propose the automatic composition system based on genetic algorithm and N-gram model. In the proposed system, the tone and the length of sounds are expressed in a form of gene, and some melodies are generated by genetic algorithm. In this system, the fitness of the gene is calculated based on (a) transition of rhythm, (b) transition of tone, (c) transition of tone and length, (d) transition of the number of sounds per bar, (e) similarity of rhythms between bars, (f) rate of unique sounds of scales and (g) difference between two sounds. We carried out a series of computer experiments and confirmed the effectiveness of the proposed system.
Keywords
Markov processes; acoustic signal processing; genetic algorithms; N-gram model; automatic composition system; genetic algorithm; Bars; Computer science; Frequency estimation; Genetic algorithms; Genetic engineering; Genetic programming; Hidden Markov models; Markov processes; Natural language processing; Rhythm; Automatic Composition; Genetic Algorithm; N-gram Model;
fLanguage
English
Publisher
ieee
Conference_Titel
Systems, Man and Cybernetics, 2008. SMC 2008. IEEE International Conference on
Conference_Location
Singapore
ISSN
1062-922X
Print_ISBN
978-1-4244-2383-5
Electronic_ISBN
1062-922X
Type
conf
DOI
10.1109/ICSMC.2008.4811275
Filename
4811275
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