A Genetic Programming Approach for the Traffic Signal Control Problem with Epigenetic Modifications

Created by W.Langdon from gp-bibliography.bib Revision:1.3973

@InProceedings{Ricalde:2016:EuroGP,
  author =       "Esteban Ricalde and Wolfgang Banzhaf",
  title =        "A Genetic Programming Approach for the Traffic Signal
                 Control Problem with Epigenetic Modifications",
  booktitle =    "EuroGP 2016: Proceedings of the 19th European
                 Conference on Genetic Programming",
  year =         "2016",
  month =        "30 " # mar # "--1 " # apr,
  editor =       "Malcolm I. Heywood and James McDermott and 
                 Mauro Castelli and Ernesto Costa and Kevin Sim",
  series =       "LNCS",
  volume =       "9594",
  publisher =    "Springer Verlag",
  address =      "Porto, Portugal",
  pages =        "133--148",
  organisation = "EvoStar",
  keywords =     "genetic algorithms, genetic programming, Epigenetic
                 modification, Dynamic environments, Traffic signal
                 control",
  isbn13 =       "978-3-319-30668-1",
  DOI =          "doi:10.1007/978-3-319-30668-1_9",
  abstract =     "This paper presents a proof-of-concept for an
                 Epigenetics-based modification of Genetic Programming
                 (GP). The modification is tested with a traffic signal
                 control problem under dynamic traffic conditions.

                 We describe the new algorithm and show first results.
                 Experiments reveal that GP benefits from properties
                 such as phenotype differentiation, memory consolidation
                 within generations and environmentally-induced change
                 in behavior provided by the epigenetic mechanism. The
                 method can be extended to other dynamic
                 environments.

                 ",
  notes =        "Part of \cite{Heywood:2016:GP} EuroGP'2016 held in
                 conjunction with EvoCOP2016, EvoMusArt2016 and
                 EvoApplications2016",
}

Genetic Programming entries for Esteban Ricalde Wolfgang Banzhaf

Citations