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Separable physics-informed DeepONet: Breaking the curse of dimensionality in physics-informed machine learning
Luis Mandl, Somdatta Goswami, Lena Lambers and Tim Ricken Computer Methods in Applied Mechanics and Engineering 434 117586 (2025) https://doi.org/10.1016/j.cma.2024.117586
PGD reduced-order modeling for structural dynamics applications
Tensor Representation of Non-linear Models Using Cross Approximations
José V. Aguado, Domenico Borzacchiello, Kiran S. Kollepara, Francisco Chinesta and Antonio Huerta Journal of Scientific Computing 81(1) 22 (2019) https://doi.org/10.1007/s10915-019-00917-2
On a Goal-Oriented Version of the Proper Generalized Decomposition Method
P. Ladevèze, Ch. Paillet and D. Néron Computational Methods in Applied Sciences, Advances in Computational Plasticity 46 201 (2018) https://doi.org/10.1007/978-3-319-60885-3_10
Reduced-order model of optimal temperature control for the automated fibre placement process
The Optimization Landscape for Fitting a Rank-2 Tensor with a Rank-1 Tensor
Xue Gong, Martin J. Mohlenkamp and Todd R. Young SIAM Journal on Applied Dynamical Systems 17(2) 1432 (2018) https://doi.org/10.1137/17M112213X
A parametric and non-intrusive reduced order model of car crash simulation
Y. Le Guennec, J.-P. Brunet, F.-Z. Daim, M. Chau and Y. Tourbier Computer Methods in Applied Mechanics and Engineering 338 186 (2018) https://doi.org/10.1016/j.cma.2018.03.005
A door to model reduction in high-dimensional parameter space