High Dimensional Model Representation Method for Fuzzy Structural Dynamics
S Adhikari, R Chowdhury & MI Friswell (Swansea University)
Journal of Sound and Vibration, Vol. 330, No. 7, March 2011, pp. 1516-1529
Uncertainty propagation in multi-parameter complex structures possess significant computational challenges. This paper investigates the possibility of using the High Dimensional Model Representation (HDMR) approach when uncertain system parameters are modeled using Fuzzy variables. In particular, the application of HDMR is proposed for fuzzy finite element analysis of linear dynamical systems. The HDMR expansion is an efficient formulation for high-dimensional mapping in complex systems if the higher order variable correlations are weak, thereby permitting the input-output relationship behavior to be captured by the terms of low-order. The computational effort to determine the expansion functions using the alpha cut method scales polynomically with the number of variables rather than exponentially. This logic is based on the fundamental assumption underlying the HDMR representation that only low-order correlations among the input variables are likely to have significant impacts upon the outputs for most high-dimensional complex systems. The proposed method is first illustrated for multi-parameter nonlinear mathematical test functions with Fuzzy variables. The method is then integrated with a commercial Finite Element software (ADINA). Modal analysis of a simplified aircraft wing with Fuzzy parameters has been used to illustrate the generality of the proposed approach. In the numerical examples, triangular membership functions have been used and the results have been validated against direct Monte Carlo simulations. It is shown that using the proposed HDMR approach, the number of Finite Element function calls can be reduced without significantly compromising the accuracy.
This material has been published in the Journal of Sound and Vibration, Vol. 330, No. 7, March 2011, pp. 1516-1529. Unfortunately the copyright agreement with Elsevier does not allow for the PDF file of the paper to be available on this website. However the paper is available from ScienceDirect - see the link below.
Link to paper using doi: 10.1016/j.jsv.2010.10.010
Journal of Sound and Vibration on ScienceDirect