• DocumentCode
    2688405
  • Title

    Case-based reasoning and object-oriented data structures exploit biological analogs to generate virtual evolutionary linkages

  • Author

    Cobb, Corie L. ; Zhang, Ying ; Agogino, Alice M. ; Mangold, Jennifer

  • Author_Institution
    Univ. of California, Berkeley
  • fYear
    2007
  • fDate
    25-28 Sept. 2007
  • Firstpage
    334
  • Lastpage
    341
  • Abstract
    Multiobjective genetic algorithms (MOGA) and case-based reasoning (CBR) have proven successful in the design of MEMS (microelectromechanical systems) suspension systems. Object-oriented data structures of primitive and complex genetic algorithm (GA) elements have been developed to restrict genetic operations to produce feasible design combinations as required by physical limitations or practical constraints. Thus, virtual linkage between genes and chromosomes are coded into the properties of pre-defined GA objects. A new design problem requires selecting the right primitive elements, associated data structures, and linkages that promise to produce the best gene pool for new functional requirements. In this paper, biomimetics is proposed as a means to examine and classify functional requirements so that case-based reasoning algorithms can be used to map design requirements to promising initial conceptual designs and appropriate GA primitives. The concept is demonstrated using micro-mechanical resonators.
  • Keywords
    biomimetics; case-based reasoning; evolutionary computation; mechanical engineering computing; micromechanical devices; object-oriented programming; resonators; MEMS; biological analogs; biomimetics; case-based reasoning; microelectromechanical systems; micromechanical resonators; multiobjective genetic algorithms; object-oriented data structures; virtual evolutionary linkages; Algorithm design and analysis; Biological cells; Couplings; Data structures; Design automation; Evolutionary computation; Genetic algorithms; Mechanical engineering; Microelectromechanical devices; Micromechanical devices;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Evolutionary Computation, 2007. CEC 2007. IEEE Congress on
  • Conference_Location
    Singapore
  • Print_ISBN
    978-1-4244-1339-3
  • Electronic_ISBN
    978-1-4244-1340-9
  • Type

    conf

  • DOI
    10.1109/CEC.2007.4424490
  • Filename
    4424490