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
Link To Document :
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