Active training of physics-informed neural networks to aggregate and interpolate parametric solutions to the Navier-Stokes equations. [PDF]
Arthurs CJ, King AP.
europepmc +1 more source
ABSTRACT Accurate, time‐resolved heat load profiles are essential for realistic district heating simulations, enabling optimized network operation and long‐term transformation planning. In this work, we systematically evaluate modeling approaches for generating such profiles, comparing data‐driven methods (e.g., regression and machine learning) with ...
Johanna Heidrich +2 more
wiley +1 more source
A Comprehensive Comparison of Different Reynolds-Averaged Navier-Stokes Turbulence Models in Modeling Turbulent Plane Jets. [PDF]
Zou S, Xiao J, Chen XD.
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ABSTRACT Counterflow heat exchangers (CHXs) thermally couple consumers and producers to a district heating network (DHN). Fluctuating loads and control actions naturally lead to unsteady operation conditions of the network and its components, posing a challenge for DHN models and CHX parameterizations based on Nusselt correlations that assume steady ...
Marten Klein +5 more
wiley +1 more source
Physics-Informed Neural Network for Modeling the Pulmonary Artery Blood Pressure from Magnetic Resonance Images: A Reduced-Order Navier-Stokes Model. [PDF]
Jara S +6 more
europepmc +1 more source
Mass Transport of a Two Phase Flow Through a Converging Gap With One Moving Wall
ABSTRACT Mechanical seals are designed to separate two fluid phases from each other, exemplified by the separation of ambient air and hydraulic oil in hydraulic cylinder applications. These seals necessarily include a converging gap, even at a microscopic level.
Matthias Graf +2 more
wiley +1 more source
The Navier-Stokes problem. Solution of a millennium problem related to the Navier-Stokes equations
The goal of this paper is to present the author's results concerning the Navier-Stokes problem (NSP) in \(\mathbb{R}^3\) without boundaries. It is proved that the NSP is contradictory in the following sense: Assume (for simplicity only) that the ...
Alexander Ramm
doaj
Chaos in Stochastic 2d Galerkin-Navier-Stokes. [PDF]
Bedrossian J, Punshon-Smith S.
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Block‐Structured Meshing in Coupled Problems With Moving Domains
ABSTRACT Structured mesh generation is a delicate task in (multi‐physics) simulations on moving domains. For a given geometry, such meshes may be generated based on a block‐structure: This is a coarse‐scale representation of the geometry using blocks with the exact geometry and desired grading information assigned to the block edges. Based on the block‐
Teresa Schalk, Thomas‐Peter Fries
wiley +1 more source
Twisting vortex lines regularize Navier-Stokes turbulence. [PDF]
Buaria D, Lawson JM, Wilczek M.
europepmc +1 more source

