IGANets: Isogeometric analysis networks and their applications to linear structural analysis problems. [PDF]
Eng ComputMöller M +5 more
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Assessing parameter identifiability of a hemodynamics PDE model using spectral surrogates and dimension reduction. [PDF]
PLoS Comput BiolColebank MJ.
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On the use of elliptic PDEs for the parameterisation of planar multipatch domains: Part 1: Numerical algorithms and foundations of parametric control. [PDF]
Eng ComputHinz J, Buffa A.
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Enhancing convergence speed with feature enforcing physics-informed neural networks using boundary conditions as prior knowledge. [PDF]
Sci RepJahani-Nasab M, Bijarchi MA.
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InVAErt networks for amortized inference and identifiability analysis of lumped-parameter haemodynamic models. [PDF]
Philos Trans A Math Phys Eng SciTong GG, Sing-Long CA, Schiavazzi DE.
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Machine Learning in Computational Design and Optimization of Disordered Nanoporous Materials. [PDF]
Materials (Basel)Vishnyakov A.
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Challenges and opportunities in uncertainty quantification for healthcare and biological systems. [PDF]
Philos Trans A Math Phys Eng SciKimpton LM +3 more
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Nonlinear SPDEs and Maximal Regularity: An Extended Survey. [PDF]
Nonlinear Differ Equ ApplAgresti A, Veraar M.
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Robust Reconstruction of the Void Fraction from Noisy Magnetic Flux Density Using Invertible Neural Networks. [PDF]
Sensors (Basel)Kumar N +5 more
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SRS-Net: a universal framework for solving stimulated Raman scattering in nonlinear fiber-optic systems by physics-informed deep learning. [PDF]
Commun EngSong Y +7 more
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