Title of article :
Mechanical behaviour of a fuel cell stack under vibrating conditions linked to aircraft applications part II: Three-dimensional modelling
Author/Authors :
Vicky Rouss، نويسنده , , Vicky and Candusso، نويسنده , , Denis and Charon، نويسنده , , Willy، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2008
Abstract :
The implementation of fuel cells (FC) in transportation systems such as airplanes requires better understanding of their mechanical behaviour in vibrating environment. To this end, a FC stack was tested on a vibrating platform for all three orthogonal axes. The experimental procedure is described in the first part of the paper.
econd part of the paper demonstrates how the experimental data collected can be used to create a three-dimensional, multi-input and multi-output model based on the Artificial Neural Network (ANN) approach. Indeed FCs are nonlinear mechanical systems, difficult to be physically modelled. The ANN methodology which depends strictly on raw data is a particularly interesting alternative solution to model FCs, for example, for monitoring purpose. The ANN model is described along with the training, pruning and validation stages. The results are exposed and commented.
Keywords :
Vibration , PEM fuel cell , Modelling , neural network , Nonlinear , Complex mechanical system
Journal title :
International Journal of Hydrogen Energy
Journal title :
International Journal of Hydrogen Energy