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Review of Challenges and Opportunities in Turbulence Modeling: A Comparative Analysis of Data-Driven Machine Learning Approaches

open access: yesJournal of Marine Science and Engineering, 2023
Engineering and scientific applications are frequently affected by turbulent phenomena, which are associated with a great deal of uncertainty and complexity. Therefore, proper modeling and simulation studies are required.
Yi Zhang, Dapeng Zhang, Haoyu Jiang
doaj   +3 more sources

Quasi-analytical solutions of a turbulence-modeling equation on the robustness of decaying homogeneous turbulence

open access: yesAdvances in Mechanical Engineering, 2020
The present study introduces third-order quasi-analytical solutions of a turbulence-modeling equation, where the standard k − ϵ model equation is used because this model is commonly and widely used in engineering applications.
Hiroki Suzuki   +2 more
doaj   +2 more sources

A new reference-quality precipitation gauge wind shield [PDF]

open access: yesAtmospheric Measurement Techniques, 2023
Gauge-based precipitation measurements suffer from undercatch due to the effects of wind, with solid-precipitation measurements especially susceptible to such errors.
J. Kochendorfer   +5 more
doaj   +1 more source

The Turbulence Model in the Spacecraft by using A Moving Pulsed Ball Model [PDF]

open access: yesفصلنامه علوم و فناوری فضایی, 2021
Turbulence in the spacecraft tanks has undesirable effects during maneuvers. Therefore, considering the importance of the correct orbit maneuver to reach the target orbit, it is necessary to model and select a proper method to control it before ...
M. Navabi, Ahmad Ebrahimi
doaj   +1 more source

Generative modeling of turbulence

open access: yesPhysics of Fluids, 2022
We present a mathematically well-founded approach for the synthetic modeling of turbulent flows using generative adversarial networks (GAN). Based on the analysis of chaotic, deterministic systems in terms of ergodicity, we outline a mathematical proof that GAN can actually learn to sample state snapshots from the invariant measure of the chaotic ...
C. Drygala   +3 more
openaire   +2 more sources

Investigation of Turbulence Parameters Influence on Results of CFD Modeling of Flow in Ultrasonic Flowmeter

open access: yesEnergy Engineering and Control Systems, 2021
The article investigated the influence of turbulence parameters of the SolidWorks Flow Simulations CFD package on the results of flow simulation in a two-path ultrasonic flowmeter.
Vitalii Roman, Fedir Matiko, Ihor Kostyk
doaj   +1 more source

Effects of side orifice dimensions on characteristics of flow field in rectangular channels [PDF]

open access: yesJournal of Applied Research in Water and Wastewater, 2022
In this paper, the flow in the vicinity of rectangular side orifices placed in main channels is estimated by means of the FLOW-3D model. To reconstruct the flow free surface, the volume of fluid (VOF) approach is utilized.
Babak Sanahmadi   +3 more
doaj   +1 more source

Identifying the Origin of Turbulence Using Convolutional Neural Networks

open access: yesFluids, 2022
Though turbulence is often thought to have universal behavior regardless of origin, it may be possible to distinguish between the types of turbulence generated by different sources.
Justin Brown   +2 more
doaj   +1 more source

Integrating CVMix into GOTM (v6.0): a consistent framework for testing, comparing, and applying ocean mixing schemes [PDF]

open access: yesGeoscientific Model Development, 2021
The General Ocean Turbulence Model (GOTM) is a one-dimensional water column model, including a set of state-of-the-art turbulence closure models, and has widely been used in various applications in the ocean modeling community.
Q. Li   +7 more
doaj   +1 more source

Burgers' Turbulence Models [PDF]

open access: yesThe Physics of Fluids, 1969
A detailed investigation of the stability of the solutions and the growth of secondary solutions beyond the critical points is carried out for the Burgers' model equations. It is found that the transitions at some critical points are very much like the intuitive description given by Landau; however, the possibility of finite jumps is also encountered.
Case, K. M., Chiu, S. C.
openaire   +3 more sources

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