Geodesic
A Genetic Algorithm for Composing Music
Yugoslav journal of operations research, Tome 20 (2010) no. 1, p. 157 .

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In this paper, a genetic algorithm for making music compositions is presented. Position based representation of rhythm and relative representation of pitches, based on measuring relation from starting pitch, allow for a flexible and robust way for encoding music compositions. This approach includes a pre-defined rhythm applied to initial population, giving good starting solutions. Modified genetic operators enable significantly changing scheduling of pitches and breaks, which can restore good genetic material and prevent from premature convergence in bad suboptimal solutions. Beside main principles of the algorithm and methodology of development, in this paper the analysis of solutions in general is also presented, as well as the analysis of the obtained solutions in relation to the key parameters. Some solutions are presented in the musical score.
Keywords: Music generation, evolutionary approach, combinatorial optimization, algorithm composing. 
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     author = {Dragan Mati\'c},
     title = {A {Genetic} {Algorithm} for {Composing} {Music}},
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Dragan Matić. A Genetic Algorithm for Composing Music. Yugoslav journal of operations research, Tome 20 (2010) no. 1, p. 157 . http://geodesic.mathdoc.fr/item/YJOR_2010_20_1_a9/