• DocumentCode
    1427508
  • Title

    Coupling Evolutionary Algorithms With Nonlinear Dynamical Systems: An Efficient Tool for Excitation Design and Optimization

  • Author

    Olson, Colin C. ; Nichols, Jonathan M. ; Todd, Michael D. ; Michalowicz, Joseph V. ; Bucholtz, Frank

  • Author_Institution
    Naval Res. Lab., Washington, DC, USA
  • Volume
    15
  • Issue
    4
  • fYear
    2011
  • Firstpage
    437
  • Lastpage
    443
  • Abstract
    Many chaotic dynamical systems can produce time series with a wide range of temporal and spectral properties as a function of only a few fixed parameters. This malleability invites their use as tools for shaping or designing inputs used to drive a separate dynamical system of interest. By specifying an objective function and employing an evolutionary algorithm to manipulate the parameters governing the dynamics of the forcing system, the output of the driven system is made to approach an optimal response subject to desired constraints. The technique´s versatility is demonstrated for two different applications: damage detection in structures and phase-locked loop disruption.
  • Keywords
    chaos; evolutionary computation; nonlinear dynamical systems; phase locked loops; time series; chaotic dynamical systems; coupling evolutionary algorithms; damage detection; designing inputs; driven system; excitation design; forcing system; malleability; nonlinear dynamical systems; objective function; optimal response; optimization; phase-locked loop disruption; shaping inputs; spectral property; temporal property; time series; Chaos; Evolutionary computation; Frequency modulation; Nonlinear dynamical systems; Optimization; Phase locked loops; Time series analysis; Chaos; damage detection; differential evolution; evolutionary algorithms; nonlinear dynamics; phase-locked loops;
  • fLanguage
    English
  • Journal_Title
    Evolutionary Computation, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1089-778X
  • Type

    jour

  • DOI
    10.1109/TEVC.2010.2049360
  • Filename
    5688316