Ambient Data Monitoring w/Generative Music Systems using EC & ML Techniques.
Citation:
Stephen Roddy, Ambient Data Monitoring w/Generative Music Systems using EC & ML Techniques., Computer Simulation of Musical Creativity, Dublin, 20th-22nd August 201, 2018Download Item:
Roddy2.pdf (PDF) 300.6Kb
Abstract:
This is a position paper which describes work in progress to develop
an AI/ML driven auditory ambient information system which incorporates
generative music techniques and considers some of the factors involved the
design and development of a system of this nature. The system is intended to
represent and communicate information about cryptocurrency markets to a user.
The generative music system uses evolutionary computing and machine
learning techniques, which are driven by the original cryptocurrency data, to
create musical information. This information is then mapped to synthesis
parameters. The implementation described is web based running client-side in
the browser. The paper describes the relevant background literature before
presenting a generalised model for a system of this nature before discussing
aspects of the implementation in its current state. The paper closes with a
discussion of the system and future work.
Sponsor
Grant Number
Science Foundation Ireland (SFI)
13/RC/2077
Irish Research Council (IRC)
Author's Homepage:
http://people.tcd.ie/stroddyDescription:
PUBLISHEDDublin
Author: Roddy, Stephen
Other Titles:
Computer Simulation of Musical CreativityType of material:
Conference PaperAvailability:
Full text availableKeywords:
Ambient Information System, Variational Autoencoder, Genetic Algorithm, Auditory Display, Sonic Information Design, Web TechnologiesSubject (TCD):
Creative Arts Practice , Creative Technologies , Digital Engagement , Digital Humanities , Inclusive Society , Making Ireland , Smart & Sustainable Planet , Telecommunications , Auditory Display , HUMAN COMPUTER INTERACTION , Human-Computer Interaction , Internet of Things , MACHINE LEARNING , Music , Music Technology , ONLINE SYSTEMS , Smart Cities , SonificationLicences: