A Coevolutionary, Hyper Heuristic approach to the optimization of Three-dimensional Process Plant Layouts -A comparative study

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@InProceedings{Furuholmen:2010:cec,
  author =       "Marcus Furuholmen and Kyrre Glette and Mats Hovin and 
                 Jim Torresen",
  title =        "A Coevolutionary, Hyper Heuristic approach to the
                 optimization of Three-dimensional Process Plant Layouts
                 -A comparative study",
  booktitle =    "IEEE Congress on Evolutionary Computation (CEC 2010)",
  year =         "2010",
  address =      "Barcelona, Spain",
  month =        "18-23 " # jul,
  publisher =    "IEEE Press",
  keywords =     "genetic algorithms, genetic programming",
  isbn13 =       "978-1-4244-6910-9",
  abstract =     "A Coevolutionary, Hyper Heuristic approach to the
                 optimisation of Three-dimensional Process Plant Layouts
                 (3DPPLs) is explored. By taking advantage of the
                 natural problem decomposition, one population of layout
                 heuristics, and another population of scheduling
                 heuristics are coevolved. Generalised heuristics are
                 evolved by training on multiple small problem
                 instances, so that training time is reduced. The best
                 generalized heuristic builds arbitrary sized 3DPPLs
                 which reduce the cost by 18percent when compared to a
                 handmade heuristic. Specialised heuristics are evolved
                 by optimising each problem instance and outperforms the
                 generalized heuristics after a fixed number of
                 generations. Compared to a direct-encoded Genetic
                 Algorithm, the benefit of specialized heuristics
                 increases with the size of the problem, and costs are
                 reduced by 30percent when compared to the handmade
                 heuristic.",
  DOI =          "doi:10.1109/CEC.2010.5586329",
  notes =        "WCCI 2010. Also known as \cite{5586329}",
}

Genetic Programming entries for Marcus Furuholmen Kyrre Harald Glette Mats Erling Hovin Jim Torresen

Citations