Big Data in Experimental Mechanics and Model Order Reduction: Today’s Challenges and Tomorrow’s Opportunities

作者: Jan Neggers , Olivier Allix , François Hild , Stéphane Roux

DOI: 10.1007/S11831-017-9234-3

关键词:

摘要: Since the turn of century experimental solid mechanics has undergone major changes with generalized use images. The number acquired data literally exploded and one today’s challenges is related to saturation mining procedures through such big sets. With respect digital image/volume correlation tomorrow’s pathways better control master this flow that are optimized for extracting sought information minimum uncertainties maximum robustness. In paper emphasis put on various hierarchical identification procedures. Based structures a posteriori model/data reductions performed in order ease make exploitation far more efficient. Some possibilities other model reduction techniques like proper decomposition discussed new opportunities sketched.

参考文章(78)
José Baruchel, J.Y. Buffiere, Eric Maire, None, X-Ray Tomography in Material Science ,(2000)
John-Eric Dufour, Benoît Beaubier, François Hild, Stéphane Roux, CAD-based Displacement Measurements with Stereo-DIC Experimental Mechanics. ,vol. 55, pp. 1657- 1668 ,(2015) , 10.1007/S11340-015-0065-6
B. Beaubier, J.-E. Dufour, F. Hild, S. Roux, S. Lavernhe, K. Lavernhe-Taillard, CAD-based calibration and shape measurement with stereoDIC Experimental Mechanics. ,vol. 54, pp. 329- 341 ,(2014) , 10.1007/S11340-013-9794-6
Anindya Chatterjee, An introduction to the proper orthogonal decomposition Current Science. ,vol. 78, pp. 808- 817 ,(2000)
Michel Bornert, François Hild, Jean-José Orteu, Stéphane Roux, Digital Image Correlation Full-Field Measurements and Identification in Solid Mechanics. pp. 157- 190 ,(2012) , 10.1002/9781118578469.CH6
Jari Kaipio, Erkki Somersalo, Statistical and computational inverse problems ,(2004)
Charbel Farhat, Philip Avery, Todd Chapman, Julien Cortial, Dimensional reduction of nonlinear finite element dynamic models with finite rotations and energy‐based mesh sampling and weighting for computational efficiency International Journal for Numerical Methods in Engineering. ,vol. 98, pp. 625- 662 ,(2014) , 10.1002/NME.4668
Hugo Leclerc, Jean-Noël Périé, Stéphane Roux, François Hild, Integrated Digital Image Correlation for the Identification of Mechanical Properties international conference on computer vision. ,vol. 5496, pp. 161- 171 ,(2009) , 10.1007/978-3-642-01811-4_15