Computer-Aided Musical Orchestration Using an Artificial Immune System
The aim of computer-aided musical orchestration is to find a combination of musical instrument sounds that approximates a target sound. The difficulty arises from the complexity of timbre perception and the combinatorial explosion of all possible instrument mixtures. The estimation of perceptual sim...
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| Published in | Evolutionary and Biologically Inspired Music, Sound, Art and Design Vol. 9596; pp. 1 - 16 |
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| Main Authors | , , |
| Format | Book Chapter |
| Language | English |
| Published |
Switzerland
Springer International Publishing AG
2016
Springer International Publishing |
| Series | Lecture Notes in Computer Science |
| Subjects | |
| Online Access | Get full text |
| ISBN | 9783319310077 3319310070 |
| ISSN | 0302-9743 1611-3349 1611-3349 |
| DOI | 10.1007/978-3-319-31008-4_1 |
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| Abstract | The aim of computer-aided musical orchestration is to find a combination of musical instrument sounds that approximates a target sound. The difficulty arises from the complexity of timbre perception and the combinatorial explosion of all possible instrument mixtures. The estimation of perceptual similarities between sounds requires a model capable of capturing the multidimensional perception of timbre, among other perceptual qualities of sounds. In this work, we use an artificial immune system (AIS) called opt-aiNet to search for combinations of musical instrument sounds that minimize the distance to a target sound encoded in a fitness function. Opt-aiNet is capable of finding multiple solutions in parallel while preserving diversity, proposing alternative orchestrations for the same target sound that are different among themselves. We performed a listening test to evaluate the subjective similarity and diversity of the orchestrations. |
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| AbstractList | The aim of computer-aided musical orchestration is to find a combination of musical instrument sounds that approximates a target sound. The difficulty arises from the complexity of timbre perception and the combinatorial explosion of all possible instrument mixtures. The estimation of perceptual similarities between sounds requires a model capable of capturing the multidimensional perception of timbre, among other perceptual qualities of sounds. In this work, we use an artificial immune system (AIS) called opt-aiNet to search for combinations of musical instrument sounds that minimize the distance to a target sound encoded in a fitness function. Opt-aiNet is capable of finding multiple solutions in parallel while preserving diversity, proposing alternative orchestrations for the same target sound that are different among themselves. We performed a listening test to evaluate the subjective similarity and diversity of the orchestrations. |
| Author | Caetano, Marcelo Penha, Rui Abreu, José |
| Author_xml | – sequence: 1 givenname: José surname: Abreu fullname: Abreu, José email: ee10146@fe.up.pt organization: Faculty of Engineering, University of Porto, Porto, Portugal – sequence: 2 givenname: Marcelo surname: Caetano fullname: Caetano, Marcelo email: mcaetano@inesctec.pt organization: Sound and Music Computing Group, INESC TEC, Porto, Portugal – sequence: 3 givenname: Rui surname: Penha fullname: Penha, Rui email: ruipenha@fe.up.pt organization: Sound and Music Computing Group, INESC TEC, Porto, Portugal |
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| DOI | 10.1007/978-3-319-31008-4_1 |
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| Editor | Johnson, Colin Machado, Penousal Ciesielski, Vic Correia, João |
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| RelatedPersons | Kleinberg, Jon M. Mattern, Friedemann Naor, Moni Mitchell, John C. Terzopoulos, Demetri Steffen, Bernhard Pandu Rangan, C. Kanade, Takeo Kittler, Josef Weikum, Gerhard Hutchison, David Tygar, Doug |
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| Snippet | The aim of computer-aided musical orchestration is to find a combination of musical instrument sounds that approximates a target sound. The difficulty arises... |
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| SubjectTerms | Algorithms & data structures Artificial Immune System Artificial intelligence Fitness Function Genetic Algorithm Musical Instrument Singular Value Decomposition User interface design & usability |
| Title | Computer-Aided Musical Orchestration Using an Artificial Immune System |
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