Compensating Resource Fluctuations by Means of Evolvable Hardware: The Run-Time Reconfigurable Functional Unit Row Classifier Architecture

Created by W.Langdon from gp-bibliography.bib Revision:1.3949

@Article{ka-gl-pl-12a,
  author =       "Paul Kaufmann and Kyrre Glette and Marco Platzner and 
                 Jim Torresen",
  title =        "Compensating Resource Fluctuations by Means of
                 Evolvable Hardware: The Run-Time Reconfigurable
                 Functional Unit Row Classifier Architecture",
  journal =      "International Journal of Adaptive, Resilient and
                 Autonomic Systems (IJARAS)",
  year =         "2012",
  volume =       "3",
  pages =        "17--31",
  number =       "4",
  keywords =     "genetic algorithms, genetic programming, EHW",
  ISSN =         "1947-9220",
  DOI =          "doi:10.4018/jaras.2012100102",
  abstract =     "The evolvable hardware (EHW) paradigm facilitates the
                 construction of autonomous systems that can adapt to
                 environmental changes and degradation of the
                 computational resources. Extending the EHW principle to
                 architectural adaptation, the authors study the
                 capability of evolvable hardware classifiers to adapt
                 to intentional run-time fluctuations in the available
                 resources, i.e., chip area, in this work. To that end,
                 the authors leverage the Functional Unit Row (FUR)
                 architecture, a coarse-grained reconfigurable
                 classifier, and apply it to two medical benchmarks, the
                 Pima and Thyroid data sets from the UCI Machine
                 Learning Repository. While quick recovery from
                 architectural changes was already demonstrated for the
                 FUR architecture, the authors also introduce two
                 reconfiguration schemes helping to reduce the magnitude
                 of degradation after architectural reconfiguration.",
  notes =        "IJARAS
                 http://www.igi-global.com/journal/international-journal-adaptive-resilient-autonomic/1154

                 Department of Computer Science, University of
                 Paderborn, Paderborn, Germany, University of Oslo,
                 Norway",
}

Genetic Programming entries for Paul Kaufmann Kyrre Harald Glette Marco Platzner Jim Torresen

Citations