Design evolution of mechatronic systems through modelling, on-line monitoring, and evolutionary optimization

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@Article{Gamage201283,
  author =       "L. B. Gamage and C. W. {de Silva} and R. Campos",
  title =        "Design evolution of mechatronic systems through
                 modelling, on-line monitoring, and evolutionary
                 optimization",
  journal =      "Mechatronics",
  volume =       "22",
  number =       "1",
  pages =        "83--94",
  year =         "2012",
  ISSN =         "0957-4158",
  DOI =          "doi:10.1016/j.mechatronics.2011.11.012",
  URL =          "http://www.sciencedirect.com/science/article/pii/S0957415811001991",
  keywords =     "genetic algorithms, genetic programming, Design
                 evolution, Linear Graphs, Electro-mechanical
                 modelling",
  abstract =     "This paper presents a system framework to automate the
                 design evolution of multi-domain engineering systems.
                 The developed system integrates machine health
                 monitoring with an expert system to monitor the
                 performance of an existing mechatronic system and to
                 take a decision as to whether and which part of the
                 system a design improvement is necessary. A system
                 model represented by Linear Graphs is evolved using
                 genetic programming to obtain a design that optimally
                 satisfies a specified level of performance. The
                 developed approach allows exploration of the design
                 space to find the optimum design solution in an
                 automated manner. In order to control the arbitrary
                 exploration of the design space, domain knowledge,
                 expertise, and input from the machine health monitoring
                 system are used. The design evolution algorithm is
                 implemented using GPLAB, a MATLAB tool, and integrated
                 with Simscape for modelling and simulation. The
                 developed system is applied to redesign the
                 electro-mechanical conveyor system of an industrial
                 fish processing machine.",
}

Genetic Programming entries for Lalith B Gamage Clarence W de Silva J Ramon Campos

Citations