J
Joseph Morlier
Researcher at University of Toulouse
Publications - 129
Citations - 1528
Joseph Morlier is an academic researcher from University of Toulouse. The author has contributed to research in topics: Computer science & Modal analysis. The author has an hindex of 18, co-authored 110 publications receiving 1046 citations. Previous affiliations of Joseph Morlier include Institut supérieur de l'aéronautique et de l'espace & Institut national des sciences appliquées de Toulouse.
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A Python surrogate modeling framework with derivatives
Mohamed Amine Bouhlel,John T. Hwang,Nathalie Bartoli,Rémi Lafage,Joseph Morlier,Joaquim R. R. A. Martins +5 more
TL;DR: The surrogate modeling toolbox (SMT) is an open-source Python package that contains a collection of surrogate modeling methods, sampling techniques, and benchmarking functions that provides a library of surrogate models that is simple to use and facilitates the implementation of additional methods.
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Improving kriging surrogates of high-dimensional design models by Partial Least Squares dimension reduction
TL;DR: A covariance kernel is constructed that depends on only a few parameters and is constructed based on information obtained from the Partial Least Squares method, to replace computationally expensive codes with surrogate models.
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Efficient global optimization for high-dimensional constrained problems by using the Kriging models combined with the partial least squares method
TL;DR: The method first uses the ‘locating the regional extreme’ criterion, which incorporates minimizing the surrogate model while also maximizing the expected improvement criterion, and replaces the Kriging models by the KPLS(+K) models, which are more suitable for high-dimensional problems.
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Smart monitoring of aeronautical composites plates based on electromechanical impedance measurements and artificial neural networks
TL;DR: In this paper, a structural health monitoring (SHM) method for in situ damage detection and localization in carbon fiber reinforced plates (CFRPs) is presented using the electromechanical impedance (EMI) technique employing piezoelectric transducers as high-frequency modal sensors.
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Fabrication and mechanical testing of glass fiber entangled sandwich beams: A comparison with honeycomb and foam sandwich beams
TL;DR: In this article, the fabrication and mechanical testing of entangled sandwich beam specimens and the comparison of their results with standard sandwich specimens with honeycomb and foam as core materials are presented, showing that entangled sandwich beams are suitable for vibro-acoustic applications where structural strength is of secondary importance.