Smart parts: Data-driven model order reduction for nonlinear mechanical assemblies

Shah, Aarohi; Rimoli, Julian J.

doi:10.1016/j.finel.2021.103682

Title: Smart parts: Data-driven model order reduction for nonlinear mechanical assemblies

Journal Article · 28 February 2022 · Finite Elements in Analysis and Design

DOI: https://doi.org/10.1016/j.finel.2021.103682 · OSTI ID:1868573

Shah, Aarohi;

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Sponsoring Organization:: USDOE National Nuclear Security Administration (NNSA)

Grant/Contract Number:: NA0003525

OSTI ID:: 1868573

Journal Information:: Finite Elements in Analysis and Design, Journal Name: Finite Elements in Analysis and Design Journal Issue: C Vol. 200; ISSN 0168-874X

Publisher:: ElsevierCopyright Statement

Country of Publication:: France

Language:: English

References (15)

Adaptive h -refinement for reduced-order models : ADAPTIVE Carlberg, Kevin International Journal for Numerical Methods in Engineering, Vol. 102, Issue 5 https://doi.org/10.1002/nme.4800	journal	November 2014
Data‐driven physics‐based digital twins via a library of component‐based reduced‐order models Kapteyn, M. G.; Knezevic, D. J.; Huynh, D. B. P. International Journal for Numerical Methods in Engineering https://doi.org/10.1002/nme.6423	journal	June 2020
A geometric multiscale finite element method for the dynamic analysis of heterogeneous solids Casadei, F.; Rimoli, J. J.; Ruzzene, M. Computer Methods in Applied Mechanics and Engineering, Vol. 263 https://doi.org/10.1016/j.cma.2013.05.009	journal	August 2013
Reduced order modeling for nonlinear structural analysis using Gaussian process regression Guo, Mengwu; Hesthaven, Jan S. Computer Methods in Applied Mechanics and Engineering, Vol. 341 https://doi.org/10.1016/j.cma.2018.07.017	journal	November 2018
Smart finite elements: A novel machine learning application Capuano, German; Rimoli, Julian J. Computer Methods in Applied Mechanics and Engineering, Vol. 345 https://doi.org/10.1016/j.cma.2018.10.046	journal	March 2019
Smart constitutive laws: Inelastic homogenization through machine learning Logarzo, Hernan J.; Capuano, German; Rimoli, Julian J. Computer Methods in Applied Mechanics and Engineering, Vol. 373 https://doi.org/10.1016/j.cma.2020.113482	journal	January 2021
Multiscale finite element analysis of wave propagation in periodic solids Casadei, F.; Rimoli, J. J.; Ruzzene, M. Finite Elements in Analysis and Design, Vol. 108 https://doi.org/10.1016/j.finel.2015.10.002	journal	January 2016
Modal-based finite elements for efficient wave propagation analysis Capuano, German; Ruzzene, Massimo; Rimoli, Julian J. Finite Elements in Analysis and Design, Vol. 145 https://doi.org/10.1016/j.finel.2018.03.004	journal	June 2018
Historical review of internal state variable theory for inelasticity Horstemeyer, Mark F.; Bammann, Douglas J. International Journal of Plasticity, Vol. 26, Issue 9 https://doi.org/10.1016/j.ijplas.2010.06.005	journal	September 2010
A non-linear corotational 4-node plane element Battini, Jean-Marc Mechanics Research Communications, Vol. 35, Issue 6 https://doi.org/10.1016/j.mechrescom.2008.03.002	journal	September 2008
A training set and multiple bases generation approach for parameterized model reduction based on adaptive grids in parameter space Haasdonk, Bernard; Dihlmann, Markus; Ohlberger, Mario Mathematical and Computer Modelling of Dynamical Systems, Vol. 17, Issue 4 https://doi.org/10.1080/13873954.2011.547674	journal	August 2011
Long Short-Term Memory Hochreiter, Sepp; Schmidhuber, Jürgen Neural Computation, Vol. 9, Issue 8 https://doi.org/10.1162/neco.1997.9.8.1735	journal	November 1997
Conjugate-Gradient Methods for Large-Scale Minimization in Meteorology Navon, I. M.; Legler, David M. Monthly Weather Review, Vol. 115, Issue 8 https://doi.org/10.1175/1520-0493(1987)115<1479:CGMFLS>2.0.CO;2	journal	August 1987
Reduction of stiffness and mass matrices Guyan, Robert J. AIAA Journal, Vol. 3, Issue 2 https://doi.org/10.2514/3.2874	journal	February 1965
Reduced Basis Technique for Nonlinear Analysis of Structures Noor, Ahmed K.; Peters, Jeanne M. AIAA Journal, Vol. 18, Issue 4 https://doi.org/10.2514/3.50778	journal	April 1980

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