Conceptual modeling of evolvable local searches in memetic algorithms using linear genetic programming: a case study on capacitated vehicle routing problem

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@Article{journals/soco/FengOCC16,
  author =       "Liang Feng and Yew-Soon Ong and Caishun Chen and 
                 Xianshun Chen",
  title =        "Conceptual modeling of evolvable local searches in
                 memetic algorithms using linear genetic programming: a
                 case study on capacitated vehicle routing problem",
  journal =      "Soft Computing",
  year =         "2016",
  number =       "9",
  volume =       "20",
  pages =        "3745--3769",
  keywords =     "genetic algorithms, genetic programming, Memetic
                 computation, Individual learning, Linear genetic
                 programming, Adaptive memetic algorithms, Vehicle
                 routing problems",
  bibdate =      "2017-05-20",
  bibsource =    "DBLP,
                 http://dblp.uni-trier.de/db/journals/soco/soco20.html#FengOCC16",
  DOI =          "doi:10.1007/s00500-015-1971-3",
  abstract =     "This paper presents a study on the conceptual
                 modelling of memetic algorithm with evolvable local
                 search in the form of linear programs, self-assembled
                 by linear genetic programming based evolution. In
                 particular, the linear program structure for local
                 search and the associated local search self-assembling
                 process in the lifetime learning process of memetic
                 algorithm are proposed. Results showed that the memetic
                 algorithm with evolvable local search provides a means
                 of creating highly robust, self-configuring and
                 scalable algorithms, thus generating improved or
                 competitive results when benchmarking against several
                 existing adaptive or human-designed state-of-the-art
                 memetic algorithms and meta-heuristics, on a plethora
                 of capacitated vehicle routing problem sets
                 considered.",
}

Genetic Programming entries for Liang Feng Yew-Soon Ong Caishun Chen Xianshun Chen

Citations