Scaling-law-based metamodels for the sizing of mechatronic systems

Abstract : This paper presents a new metamodel form and associated construction procedure adapted to the sizing tasks of mechatronics systems. This method of meta-modeling uses scaling laws to extract compact forms of design models from local numerical simulations (FEM). Compared to traditional metamodels (polynomial response surfaces, kriging radial basis function) the scaling-law-based metamodels have the advantage of a light, compact form and good predictive accuracy over a wide range of the design variables (several orders of magnitude). The general regression process is first explained and then illustrated on different examples: a purely numerical test function, a limited angle electromagnetic actuator and a flexible mechanical hinge.
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Soumis le : vendredi 21 février 2014 - 13:39:24
Dernière modification le : mardi 3 juillet 2018 - 23:19:08
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Marc Budinger, Jean-Charles Passieux, Christian Gogu, Amine Fraj. Scaling-law-based metamodels for the sizing of mechatronic systems. Mechatronics, Elsevier, 2014, 24 (7), pp.775-787. 〈10.1016/j.mechatronics.2013.11.012〉. 〈hal-00949210〉



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