Grounded Simulation: Using Simulated Evolution to Guide Embodied Evolution

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@InCollection{Ryan:2013:GPTP,
  author =       "Conor Ryan and Joe Sullivan and Barry Fitzgerald",
  title =        "Grounded Simulation: Using Simulated Evolution to
                 Guide Embodied Evolution",
  booktitle =    "Genetic Programming Theory and Practice XI",
  year =         "2013",
  series =       "Genetic and Evolutionary Computation",
  editor =       "Rick Riolo and Jason H. Moore and Mark Kotanchek",
  publisher =    "Springer",
  chapter =      "5",
  pages =        "85--100",
  address =      "Ann Arbor, USA",
  month =        "9-11 " # may,
  keywords =     "genetic algorithms, genetic programming, Flash memory,
                 Modelling",
  isbn13 =       "978-1-4939-0374-0",
  DOI =          "doi:10.1007/978-1-4939-0375-7_5",
  abstract =     "Flash memory is a type of non-volatile memory that is
                 being used at an ever-increasing rate in enterprise
                 level storage devices. It is extremely fast (compared
                 to magnetic disks), requires low power and generates
                 very little heat. Unfortunately, it has a relatively
                 short life span, as it wears out over time,
                 compromising its ability to retain data. Previous work
                 has used GAs to tune the control parameters of Flash to
                 trade retention for endurance and, although successful,
                 was prohibitively costly in terms of time, as all
                 testing had to be done in hardware. This chapter
                 describes the next stages in this work, which use a
                 combination of simulated (faster, but less reliable)
                 and embodied (slower, but more reliable) evolution to
                 produce internal parameter sets for Flash memory that
                 increase the endurance by an order of magnitude while
                 still maintaining an industry accepted level of
                 retention.",
  notes =        "http://cscs.umich.edu/gptp-workshops/

                 Part of \cite{Riolo:2013:GPTP} published after the
                 workshop in 2013",
}

Genetic Programming entries for Conor Ryan Joe Sullivan Barry Fitzgerald

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