• DocumentCode
    3422999
  • Title

    Symbolic regression and evolutionary computation in setting an optimal trajectory for a robot

  • Author

    Oplatkova, Zuzana ; Zelinka, Ivan

  • Author_Institution
    Tomas Bata Univ. in Zlin, Zlin
  • fYear
    2007
  • fDate
    3-7 Sept. 2007
  • Firstpage
    168
  • Lastpage
    172
  • Abstract
    The paper deals with a novelty tool for symbolic regression - Analytic Programming (AP) which is able to solve various problems from the symbolic regression domain. One of tasks for it can be setting an optimal trajectory for artificial ant on Santa Fe trail which is the main application of Analytic Programming in this paper. In this contribution main principles of AP are described and explained. In second part of the article how AP was used for setting an optimal trajectory for artificial ant according the user requirements is in detail described. AP is a superstructure of evolutionary algorithms which are necessary to run AP. In this contribution 3 evolutionary algorithms were used - Self Organizing Migrating Algorithm, Differential Evolution and Simulated Annealing. The results show that the first two used algorithms were more successful than not so robust Simulated Annealing.
  • Keywords
    evolutionary computation; position control; regression analysis; robots; simulated annealing; artificial ant application; differential evolution algorithm; evolutionary computation; optimal robot trajectory; self organizing migrating algorithm; simulated annealing; symbolic regression analytic programming; Algorithm design and analysis; Computational modeling; Computer languages; Evolutionary computation; Genetic algorithms; Genetic programming; Hilbert space; Humans; Robots; Simulated annealing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Database and Expert Systems Applications, 2007. DEXA '07. 18th International Workshop on
  • Conference_Location
    Regensburg
  • ISSN
    1529-4188
  • Print_ISBN
    978-0-7695-2932-5
  • Type

    conf

  • DOI
    10.1109/DEXA.2007.58
  • Filename
    4312879