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Polymer Systems with Correlated Activity: Stars Versus Linear Chains. [PDF]

open access: yesMolecules
Buglakov AI   +4 more
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Physics-informed neural networks and functional interpolation for stiff chemical kinetics.

Chaos, 2022
This work presents a recently developed approach based on physics-informed neural networks (PINNs) for the solution of initial value problems (IVPs), focusing on stiff chemical kinetic problems with governing equations of stiff ordinary differential ...
Mario De Florio, E. Schiassi, R. Furfaro
semanticscholar   +1 more source

Multiscale Physics-Informed Neural Networks for Stiff Chemical Kinetics.

Journal of Physical Chemistry A, 2022
In this paper, a multiscale physics-informed neural network (MPINN) approach is proposed based on the regular physics-informed neural network (PINN) for solving stiff chemical kinetic problems with governing equations of stiff ordinary differential ...
Yuting Weng, Dezhi Zhou
semanticscholar   +1 more source

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