• DocumentCode
    1827527
  • Title

    Optimal sensor placement for state estimation of flexible shell structures

  • Author

    Weickgenannt, Martin ; Neuhaeuser, Stefan ; Henke, Benjamin ; Sobek, Werner ; Sawodny, Oliver

  • Author_Institution
    Inst. for Syst. Dynamics, Univ. of Stuttgart, Stuttgart, Germany
  • fYear
    2011
  • fDate
    17-20 Aug. 2011
  • Firstpage
    374
  • Lastpage
    380
  • Abstract
    This paper presents a method for optimal sensor placement for flexible shell structures. The optimization objectives are the number of sensors, as a surrogate for implementation cost, and an observability measure. The latter is derived from the observability gramian and considers observation energy of the least observable state. The methodology is tested on a flexible thin-shell structure that is modeled using Finite Element methods. The equations of motion are transformed into modal space and model reduction methods are applied. The resulting model is used for the optimization of the sensor locations. The optimization is performed by the Multi-objective Simulated Annealing algorithm that uses a dominance-based energy formulation for the comparison of different optimal solution candidates.
  • Keywords
    finite element analysis; flexible structures; sensor placement; shells (structures); simulated annealing; dominance-based energy formulation; finite element methods; flexible thin-shell structure; implementation cost; modal space; model reduction methods; motion equations; multiobjective simulated annealing algorithm; observability gramian; observability measure; optimal sensor placement; sensor location optimization; state estimation; Actuators; Damping; Equations; Mathematical model; Observability; Optimization; Strain; Pareto optimization; Sensors; State estimation; Vibration measurement;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fluid Power and Mechatronics (FPM), 2011 International Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    978-1-4244-8451-5
  • Type

    conf

  • DOI
    10.1109/FPM.2011.6045791
  • Filename
    6045791