• DocumentCode
    62173
  • Title

    KANTS: A Stigmergic Ant Algorithm for Cluster Analysis and Swarm Art

  • Author

    Fernandes, Carlos M. ; Mora, Antonio M. ; Merelo, Juan Julian ; Rosa, Agostinho C.

  • Author_Institution
    Lab. for Robot. & Syst. Eng., Tech. Univ. of Lisbon, Lisbon, Portugal
  • Volume
    44
  • Issue
    6
  • fYear
    2014
  • fDate
    Jun-14
  • Firstpage
    843
  • Lastpage
    856
  • Abstract
    KANTS is a swarm intelligence clustering algorithm inspired by the behavior of social insects. It uses stigmergy as a strategy for clustering large datasets and, as a result, displays a typical behavior of complex systems: self-organization and global patterns emerging from the local interaction of simple units. This paper introduces a simplified version of KANTS and describes recent experiments with the algorithm in the context of a contemporary artistic and scientific trend called swarm art, a type of generative art in which swarm intelligence systems are used to create artwork or ornamental objects. KANTS is used here for generating color drawings from the input data that represent real-world phenomena, such as electroencephalogram sleep data. However, the main proposal of this paper is an art project based on well-known abstract paintings, from which the chromatic values are extracted and used as input. Colors and shapes are therefore reorganized by KANTS, which generates its own interpretation of the original artworks. The project won the 2012 Evolutionary Art, Design, and Creativity Competition.
  • Keywords
    ant colony optimisation; particle swarm optimisation; KANTS; abstract paintings; chromatic values; cluster analysis; complex systems; creativity competition; electroencephalogram sleep data; generative art; scientific trend; self-organization; social insects; stigmergic ant algorithm; stigmergy; swarm art; swarm intelligence clustering algorithm; swarm intelligence systems; Algorithm design and analysis; Art; Clustering algorithms; Equations; Mathematical model; Painting; Vectors; Ant algorithms; cluster analysis; self-organization; stigmergy; swarm art; swarm intelligence;
  • fLanguage
    English
  • Journal_Title
    Cybernetics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    2168-2267
  • Type

    jour

  • DOI
    10.1109/TCYB.2013.2273495
  • Filename
    6571229