Multilayer Optimization of Heterogeneous Networks Using Grammatical Genetic Programming

Created by W.Langdon from gp-bibliography.bib Revision:1.4031

  author =       "Michael Fenton and David Lynch and Stepan Kucera and 
                 Holger Claussen and Michael O'Neill",
  title =        "Multilayer Optimization of Heterogeneous Networks
                 Using Grammatical Genetic Programming",
  booktitle =    "Proceedings of the Genetic and Evolutionary
                 Computation Conference Companion",
  series =       "GECCO '17",
  year =         "2017",
  isbn13 =       "978-1-4503-4939-0",
  address =      "Berlin, Germany",
  pages =        "3--4",
  size =         "2 pages",
  URL =          "",
  DOI =          "doi:10.1145/3067695.3084378",
  acmid =        "3084378",
  publisher =    "ACM",
  publisher_address = "New York, NY, USA",
  keywords =     "genetic algorithms, genetic programming, evolutionary
                 computation, grammatical genetic programming, wireless
                 communications networks",
  month =        "15-19 " # jul,
  abstract =     "Wireless communications networks are a global trillion
                 dollar industry, where small improvements can scale to
                 provide significant cost savings to networks operators.
                 In a field full of NP-hard optimisation problems,
                 heuristic optimisation techniques such as Evolutionary
                 Computation offer a means to provide bespoke, scalable
                 solutions. Grammatical Genetic Programming is applied
                 to optimise three aspects of an LTE Heterogeneous
                 Network: setting optimal Small Cell powers and biases,
                 Macro Cell ABS patterns, and Small Cell scheduling. The
                 evolved heuristics yield minimum downlink rates three
                 times greater than a baseline technique, and twice that
                 of a state-of-the-art industry standard benchmark. This
                 work appears in full in Fenton et al., {"}Multilayer
                 Optimization of Heterogeneous Networks using
                 Grammatical Genetic Programming{"}, IEEE Transactions
                 on Cybernetics, 2017. DOI: 10.1109/TCYB.2017.2688280.",
  notes =        "Also known as \cite{Fenton:2017:MOH:3067695.3084378}
                 GECCO-2017 A Recombination of the 26th International
                 Conference on Genetic Algorithms (ICGA-2017) and the
                 22nd Annual Genetic Programming Conference (GP-2017)",

Genetic Programming entries for Michael Fenton David Lynch Stepan Kucera Holger Claussen Michael O'Neill