ABSTRACT We investigate an optimization problem that arises when working within the paradigm of Data‐Driven Computational Mechanics. In the context of the diffusion‐reaction problem, such an optimization problem seeks the continuous primal fields (gradient and flux) that are closest to some predefined discrete fields taken from a material data set. The
Pedro B. Bazon +3 more
wiley +1 more source
Robust Physics-Informed Neural Network Approach for Estimating Heterogeneous Elastic Properties from Noisy Displacement Data. [PDF]
Srikitrungruang T +4 more
europepmc +1 more source
Multi‐Scale Electrical Conductivity Model of the Contiguous United States
Abstract The completion of the Magnetotelluric (MT) USArray across the contiguous US enables continental‐scale 3‐D imaging of the asthenosphere‐lithosphere electrical structure. We present a novel 3‐D model of the contiguous United States (MECMUS), derived from a single inversion of the now‐completed USMTArray data set.
Federico D. Munch, Alexander Grayver
wiley +1 more source
Two-scale convergence analysis and numerical simulation for periodic Kirchhoff plates. [PDF]
Huang Z, Zeng X, Wang C, Liu C.
europepmc +1 more source
Neurosymbolic AI as an antithesis to scaling laws. [PDF]
Velasquez A +7 more
europepmc +1 more source
Reliable numerical scheme for coupled nonlinear Schrödinger equation under the influence of the multiplicative time noise. [PDF]
Baber MZ +6 more
europepmc +1 more source
Experimental and Numerical Characterization of Electrospun Piezoelectric Polyvinylidene Fluoride Nanocomposites Reinforced with Silver Nanoparticles. [PDF]
Milenković S +5 more
europepmc +1 more source
Finite Element Approximation of Lyapunov Equations Related to Parabolic Stochastic PDEs. [PDF]
Andersson A +3 more
europepmc +1 more source
A PINN-driven game-theoretic framework in limited data photoacoustic tomography. [PDF]
Roy S, Pal S.
europepmc +1 more source
A hybrid yang transform adomian decomposition method for solving time-fractional nonlinear partial differential equation. [PDF]
Bekela AS, Deresse AT.
europepmc +1 more source

