- 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",
