Results 21 to 30 of about 24,798 (283)

Nonlinear proper orthogonal decomposition for convection-dominated flows [PDF]

open access: yesThe Physics of Fluids, 2021
Autoencoder techniques find increasingly common use in reduced order modeling as a means to create a latent space. This reduced order representation offers a modular data-driven modeling approach for nonlinear dynamical systems when integrated with a ...
Shady E. Ahmed   +3 more
semanticscholar   +1 more source

Dissipation-optimized Proper Orthogonal Decomposition [PDF]

open access: yesThe Physics of Fluids, 2022
We present a formalism for dissipation-optimized decomposition of the strain rate tensor (SRT) of turbulent flow data using Proper Orthogonal Decomposition (POD).
Peder J. Olesen   +4 more
semanticscholar   +1 more source

Proper orthogonal decomposition method for Schrödinger equation

open access: yesLietuvos Matematikos Rinkinys, 2013
In this paper we consider the proper orthogonal decomposition (POD) method for one-dimensional Schrödinger equation. We begin of the review of basic ideas of POD. Later this method is applied to study the linear Schrödinger equation.
Raimondas Čiegis   +2 more
doaj   +1 more source

Numerical investigation on the cavitating wake flow around a cylinder based on proper orthogonal decomposition

open access: yesFrontiers in Energy Research, 2023
The non-cavitating and cavitating wake flow of a circular cylinder, which contains multiscale vortices, is numerically investigated by Large Eddy Simulation combined with the Schnerr–Sauer cavitation model in this paper.
Guangjian Zhang   +4 more
doaj   +1 more source

Proper orthogonal decomposition analysis of the cavitating flow around a hydrofoil with an insight on the kinetic characteristics

open access: yesThe Physics of Fluids, 2023
In this research, the cavitating flow around a NACA0015(National Advisory Committee for Aeronautics) hydrofoil obtained by the large eddy simulation method is analyzed using the proper orthogonal decomposition (POD) theory. Various fundamental mechanisms
A. Yu   +4 more
semanticscholar   +1 more source

Investigation of Proper Orthogonal Decomposition for Echo State Networks [PDF]

open access: yesNeurocomputing, 2022
Echo State Networks (ESN) are a type of Recurrent Neural Network that yields promising results in representing time series and nonlinear dynamic systems. Although they are equipped with a very efficient training procedure, Reservoir Computing strategies,
J. Jordanou   +3 more
semanticscholar   +1 more source

Detection of deviations origins in a heat treatment process using Proper Orthogonal Decomposition (POD) basis [PDF]

open access: yesInternational Journal of Material Forming, 2008
It is well know that the heat treatment step of gearbox cogwheel induces distortions of the parts. In addition, some deviations of this deformation are often observed, due to unknown changes of process parameters. These deviations, and more precisely the detection of their origin, are the subject of this paper.
L. Vanoverberghe   +3 more
openaire   +1 more source

Choice of Measurement Locations of Nonlinear Structures Using Proper Orthogonal Modes and Effective Independence Distribution Vector

open access: yesShock and Vibration, 2014
This paper proposes a methodology to automatically choose the measurement locations of a nonlinear structure/equipment that needs to be monitored while operating.
T. G. Ritto
doaj   +1 more source

Energy and Entropy in Turbulence Decompositions

open access: yesEntropy, 2019
The role of energy and entropy in the decomposition of turbulent velocity flow-fields is shown in this paper. Decomposition methods based on the energy concept are taken into account—proper orthogonal decomposition (POD) and its extension bi ...
Václav Uruba
doaj   +1 more source

Analysis of indefinite divertor footprint with proper orthogonal decomposition in hydrogen/deuterium plasmas in LHD

open access: yesNuclear Materials and Energy, 2019
Divertor particle flux signals on divertor plates were analyzed with the multivariable analysis technique, namely, proper orthogonal decomposition (POD), to characterize the indefinite divertor footprint in the Large Helical Device.
H. Tanaka   +6 more
doaj   +1 more source

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