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1,284 Results Found

  • Article
  • Open Access
462 Views
28 Pages

1 August 2026

The primary objective of this study is to model the velocity distribution in the near-field of a tornado-like flow using computational fluid dynamics (CFD) simulations conducted in ANSYS Fluent 2025 R1. A complementary goal is to develop a computatio...

(This article belongs to the Special Issue Recent Advances in Wind Engineering)
  • Article
  • Open Access
8 Citations
4,119 Views
12 Pages

19 July 2021

Numerical modeling is the approach used most often for studying and optimizing the molten steel flow in a continuous casting mold. The selection of the physical model might very much influence such studies. Hence, it is paramount to choose a proper m...

(This article belongs to the Section Metal Casting, Forming and Heat Treatment)
  • Article
  • Open Access
83 Citations
15,818 Views
17 Pages

Turbulence Modeling for Physics-Informed Neural Networks: Comparison of Different RANS Models for the Backward-Facing Step Flow

  • Fabian Pioch,
  • Jan Hauke Harmening,
  • Andreas Maximilian Müller,
  • Franz-Josef Peitzmann and ,
  • Dieter Schramm and
  • Ould el Moctar
  • + 1 author+ 0 author

26 January 2023

Physics-informed neural networks (PINN) can be used to predict flow fields with a minimum of simulated or measured training data. As most technical flows are turbulent, PINNs based on the Reynolds-averaged Navier–Stokes (RANS) equations incorpo...

(This article belongs to the Special Issue Machine Learning and Artificial Intelligence in Fluid Mechanics)
  • Feature Paper
  • Article
  • Open Access
12 Citations
4,355 Views
24 Pages

9 April 2024

The operational regime of Unmanned Aerial Vehicles (UAVs) is distinguished by the dominance of laminar flow and the flow field is characterized by the appearance of Laminar Separation Bubbles (LSBs). Ice accretion on the leading side of the airfoil l...

(This article belongs to the Special Issue Aerodynamic Parameter Identification, Actuator Fault Diagnosis and Intelligent Control of UAV)
  • Article
  • Open Access
164 Citations
13,436 Views
15 Pages

An Overview of Hybrid RANS–LES Models Developed for Industrial CFD

  • Florian Menter,
  • Andreas Hüppe,
  • Alexey Matyushenko and
  • Dmitry Kolmogorov

10 March 2021

An overview of scale-resolving simulation (SRS) methods used in ANSYS Computational Fluid Dynamics (CFD) software is provided. The main challenges, especially when computing boundary layers in large eddy simulation (LES) mode, will be discussed. The...

(This article belongs to the Section Energy Science and Technology)
  • Article
  • Open Access
10 Citations
7,304 Views
23 Pages

RANS Modelling of a NACA4412 Wake Using Wind Tunnel Measurements

  • Narges Tabatabaei,
  • Majid Hajipour,
  • Fermin Mallor,
  • Ramis Örlü and ,
  • Ricardo Vinuesa and
  • Philipp Schlatter
  • + 1 author+ 0 author

26 April 2022

Wake analysis plays a significant role in wind-farm planning through the evaluation of losses and energy yield. Wind-tunnel tests for wake studies have high costs and are time-consuming. Therefore, computational fluid dynamics (CFD) emerges as an eff...

(This article belongs to the Special Issue Turbulent Flow)
  • Article
  • Open Access
3 Citations
2,655 Views
18 Pages

16 September 2024

This study introduces an empirical model designed to predict the maximum values of time-dependent data across four turbulence-related fields: hydrogen combustion in renewable energy systems, urban microclimate effects on cultural heritage, shipping e...

(This article belongs to the Section Atmospheric Techniques, Instruments, and Modeling)
  • Article
  • Open Access
4 Citations
1,987 Views
36 Pages

Currently, the RANS (Reynolds-Averaged Navier–Stokes) method is widely recognized as a prevalent approach for computing ship maneuvering forces and moments. Obtaining hydrodynamic derivatives using pure RANS is time-consuming, especially with r...

(This article belongs to the Section Ocean Engineering)
  • Article
  • Open Access
7 Citations
4,016 Views
22 Pages

18 December 2020

The problem of simulating wakes in a stratified oceanic environment with active background turbulence is considered. Anisotropic RANS turbulence models are tested against laboratory and eddy-resolving models of the problem. An important aspect of our...

(This article belongs to the Special Issue Selected Papers from the 15th OpenFOAM Workshop)
  • Article
  • Open Access
7 Citations
2,783 Views
27 Pages

Comparative Study of RANS Models for Simulating Turbulent Flow and Heat Transfer in Corrugated Pipes

  • Ting-Ting Tang,
  • Fang-Qiu Li,
  • Guang-Yao Wang,
  • Jun Yan and
  • Zhao-Kuan Lu

8 September 2025

Corrugated pipes are extensively used in engineering applications that require flexibility and enhanced heat exchange, such as drainage and compact heat exchangers, and recently as inner layers in cryogenic flexible hoses for offshore liquid ship-to-...

(This article belongs to the Section Oceans and Coastal Zones)
  • Article
  • Open Access
5 Citations
3,474 Views
12 Pages

Double-regulated Kaplan turbines with adjustable guide vanes and runner blades offer a high degree of flexibility and good efficiency for a wide range of operating points. However, this also leads to a complex geometry and flow guidance with, for exa...

  • Article
  • Open Access
18 Citations
4,194 Views
17 Pages

27 June 2021

Boat-mounted Acoustic Doppler Current Profilers (ADCP) are commonly used to measure the streamwise velocity distribution and discharge in rivers and open channels. Generally, the method used to integrate the measurements is the velocity-area method,...

(This article belongs to the Special Issue Measurements and Instrumentation in Hydraulic Engineering)
  • Article
  • Open Access
12 Citations
6,992 Views
16 Pages

Oil Droplet Transport under Non-Breaking Waves: An Eulerian RANS Approach Combined with a Lagrangian Particle Dispersion Model

  • Roozbeh Golshan,
  • Michel C. Boufadel,
  • Victor A. Rodriguez,
  • Xiaolong Geng and ,
  • Feng Gao,
  • Thomas King,
  • Brian Robinson and
  • Andrés E. Tejada-Martínez
  • + 3 authors+ 0 author

Oil droplet transport under a non-breaking deep water wave field is investigated herein using Computational Fluid dynamics (CFD). The Reynolds-averaged Navier–Stokes (RANS) equations were solved to simulate regular waves in the absence of wind stress...

(This article belongs to the Special Issue Marine Oil Spills 2018)
  • Article
  • Open Access
5 Citations
2,888 Views
27 Pages

Assessment of RANS Models for Milli-Channel Turbulent Flow in Drip Irrigation Emitter

  • Qi Feng,
  • Qingzheng Li,
  • Yaojun Li,
  • Xuefeng Qiu and ,
  • Jiandong Wang and
  • Xingfa Huang
  • + 1 author+ 0 author

30 December 2024

Accurate numerical simulation of turbulent flow within the milli-channels of drip irrigation emitters has long been a significant challenge. This paper presents a comprehensive Reynolds-Averaged Navier–Stokes (RANS) modeling-based analysis of t...

(This article belongs to the Section Precision and Digital Agriculture)
  • Article
  • Open Access
7 Citations
3,023 Views
22 Pages

Accurate prediction of cavitating flows is essential for improving the performance and durability of marine and hydrodynamic systems. This study investigates the influence of different cavitation models—Kunz, Merkle, and Schnerr–Sauer&mda...

(This article belongs to the Section Ocean Engineering)
  • Article
  • Open Access
19 Citations
6,979 Views
24 Pages

7 September 2022

Crosswind action on a train poses a risk of vehicle overturning or derailment. To assess if new train designs fulfill the safety requirements, computational fluid dynamics is commonly used. This article presents a comprehensive wind flow analysis on...

(This article belongs to the Special Issue Future of Road Vehicle Aerodynamics)
  • Article
  • Open Access
6 Citations
2,930 Views
17 Pages

Accuracy of the Cell-Set Model on a Single Vane-Type Vortex Generator in Negligible Streamwise Pressure Gradient Flow with RANS and LES

  • Iosu Ibarra-Udaeta,
  • Koldo Portal-Porras,
  • Alejandro Ballesteros-Coll,
  • Unai Fernandez-Gamiz and
  • Javier Sancho

2 December 2020

Passive flow control devices are included in the design of wind turbine blades in order to obtain better performance and reduce loads without consuming any external energy. Vortex Generators are one of the most popular flow control devices, whose mai...

(This article belongs to the Section Physical Oceanography)
  • Article
  • Open Access
14 Citations
3,719 Views
29 Pages

14 September 2022

Methodologies to be used in numerical models based on Reynolds-averaged Navier–Stokes (RANS) equations and the volume of fluid (VoF) to deal with waves over coastal structures, which involve wave breaking and overtopping and porous structures,...

(This article belongs to the Special Issue Coastal Engineering: Sustainability and New Technologies)
  • Article
  • Open Access
4 Citations
4,859 Views
31 Pages

28 September 2023

To improve the reliability of the computational fluid dynamics (CFD) models of wind-driven pollutant dispersion within urban settings, a re-calibration study is conducted to optimize the standard k−ε model. A modified optimization frame...

(This article belongs to the Special Issue Computational Fluid Dynamics Simulation: Application in Industries)
  • Feature Paper
  • Article
  • Open Access
2 Citations
4,485 Views
19 Pages

23 November 2021

The occurrence of vortices in the sac volume of automotive multi-hole fuel injectors plays an important role in the development of vortex cavitation, which directly influences the flow structure and emerging sprays that, in turn, influence the engine...

(This article belongs to the Collection Advances in Turbulence)
  • Article
  • Open Access
69 Citations
14,462 Views
28 Pages

Turbulence Modeling Effects on the CFD Predictions of Flow over a Detailed Full-Scale Sedan Vehicle

  • Chunhui Zhang,
  • Charles Patrick Bounds,
  • Lee Foster and
  • Mesbah Uddin

1 August 2019

In today’s road vehicle design processes, Computational Fluid Dynamics (CFD) has emerged as one of the major investigative tools for aerodynamics analyses. The age-old CFD methodology based on the Reynolds Averaged Navier–Stokes (RANS) ap...

(This article belongs to the Special Issue Turbulence and Transitional Modeling of Aerodynamic Flows)
  • Article
  • Open Access
16 Citations
5,757 Views
26 Pages

FVM-RANS Modeling of Air Pollutants Dispersion and Traffic Emission in Dhaka City on a Suburb Scale

  • Md. Eabad Ali,
  • Md Farhad Hasan,
  • Sadia Siddiqa,
  • Md. Mamun Molla and
  • Most. Nasrin Akhter

30 December 2022

The present study aims to investigate the impact of air pollutants dispersion from traffic emission under the influence of wind velocity and direction considering the seasonal cycle in two major areas of Dhaka city: namely, Tejgaon and Gazipur. Carbo...

(This article belongs to the Section Sustainable Urban and Rural Development)
  • Feature Paper
  • Article
  • Open Access
8 Citations
2,489 Views
27 Pages

17 May 2024

Large-eddy simulation (LES) and Reynolds-Averaged Navier–Stokes (RANS) equations were used to study incompressible flow and heat transfer in a U-duct with a high-aspect-ratio trapezoidal cross section. For the LES, the WALE subgrid-scale model...

(This article belongs to the Special Issue High-Performance Numerical Simulation in Heat Transfer)
  • Review
  • Open Access
24 Citations
5,688 Views
32 Pages

Mathematical Methodology and Metallurgical Application of Turbulence Modelling: A Review

  • Yannan Wang,
  • Lingling Cao,
  • Zhongfu Cheng,
  • Bart Blanpain and
  • Muxing Guo

17 August 2021

This paper focusses on three main numerical methods, i.e., the Reynolds-Averaged Navier-Stokes (RANS), Large Eddy Simulation (LES), and Direct Numerical Simulation (DNS) methods. The formulation and variation of different RANS methods are evaluated....

(This article belongs to the Special Issue Modeling and Simulation of Metallurgical Processes in Ironmaking and Steelmaking)
  • Article
  • Open Access
34 Citations
7,819 Views
40 Pages

ACAT1 Benchmark of RANS-Informed Analytical Methods for Fan Broadband Noise Prediction—Part I—Influence of the RANS Simulation

  • Carolin Kissner,
  • Sébastien Guérin,
  • Pascal Seeler,
  • Mattias Billson and ,
  • Paruchuri Chaitanya,
  • Pedro Carrasco Laraña,
  • Hélène de Laborderie,
  • Benjamin François,
  • Katharina Lefarth and
  • Thomas Nodé-Langlois
  • + 7 authors+ 2 authors

22 July 2020

A benchmark of Reynolds-Averaged Navier-Stokes (RANS)-informed analytical methods, which are attractive for predicting fan broadband noise, was conducted within the framework of the European project TurboNoiseBB. This paper discusses the first part o...

(This article belongs to the Special Issue Aeroacoustics of Turbomachines)
  • Article
  • Open Access
15 Citations
5,207 Views
36 Pages

End-to-End Power Models for 5G Radio Access Network Architectures with a Perspective on 6G

  • Bhuvaneshwar Doorgakant,
  • Tulsi Pawan Fowdur and
  • Mobayode O. Akinsolu

30 January 2025

5G, the fifth-generation mobile network, is predicted to significantly increase the traditional trajectory of energy consumption. It now uses four times as much energy as 4G, the fourth-generation mobile network. As a result, compared to previous gen...

(This article belongs to the Special Issue Complexity in 6G: Measures, Advanced Models and Mathematical Algorithms to Face New Challenges in the New Communication Paradigm Development)
  • Article
  • Open Access
1,773 Views
20 Pages

Bridging the Semantic Gap in 5G: A Hybrid RAG Framework for Dual-Domain Understanding of O-RAN Standards and srsRAN Implementation

  • Yedil Nurakhov,
  • Nurislam Kassymbek,
  • Duman Marlambekov,
  • Aksultan Mukhanbet and
  • Timur Imankulov

28 March 2026

The rapid evolution of the Open Radio Access Network (O-RAN) architecture and the exponential growth in specification complexity create significant barriers for researchers translating 5G standards into practical implementations. Existing evaluation...

(This article belongs to the Section Computing and Artificial Intelligence)
  • Article
  • Open Access
1 Citations
2,959 Views
9 Pages

11 December 2023

Since Sir Osborne Reynolds presented the Reynolds-averaged Navier–Stokes (RANS) equations in 1895, the construction of complete closure for RANS equations has been regarded as extremely challenging. Taking into account that the Navier–Sto...

(This article belongs to the Special Issue New Advances in Analytical and Numerical Techniques in Fluid Mechanics)
  • Article
  • Open Access
4 Citations
4,249 Views
21 Pages

Deep Reinforcement Learning-Augmented Spalart–Allmaras Turbulence Model: Application to a Turbulent Round Jet Flow

  • Lukas M. Fuchs,
  • Jakob G. R. von Saldern,
  • Thomas L. Kaiser and
  • Kilian Oberleithner

9 April 2024

The purpose of this work is to explore the potential of deep reinforcement learning (DRL) as a black-box optimizer for turbulence model identification. For this, we consider a Reynolds-averaged Navier–Stokes (RANS) closure model of a round turb...

(This article belongs to the Section Mathematical and Computational Fluid Mechanics)
  • Article
  • Open Access
12 Citations
3,652 Views
21 Pages

24 March 2022

This paper compares three different numerical models to evaluate their accuracy for predicting the performance of an H-rotor vertical-axis wind turbine (VAWT) considering the influence of struts. The strut of VAWTs is one factor that makes the flow f...

  • Article
  • Open Access
10 Citations
2,463 Views
19 Pages

18 October 2022

A large-eddy simulation (LES) based meshless model is developed for the three-dimensional (3D) problem of continuous casting (CC) of steel billet. The local collocation meshless method based on radial basis functions (RBF) is applied in 3D. The metho...

(This article belongs to the Section Computation and Simulation on Metals)
  • Article
  • Open Access
5 Citations
2,046 Views
25 Pages

26 September 2023

In the article, a differential Reynolds stress model is recalibrated using turbulent channel flow direct numerical simulation data in the range of friction Reynolds numbers 550–5200. The calibration aims to produce a RANS sublayer model for use...

(This article belongs to the Special Issue Numerical Heat Transfer and Fluid Flow 2023)
  • Article
  • Open Access
27 Citations
8,129 Views
26 Pages

21 October 2022

CFD-DEM modelling of particle-laden turbulent flow is challenging in terms of the required and obtained CFD resolution, heavy DEM computations, and the limitations of the method. Here, we assess the efficiency of a particle-tracking solver in OpenFOA...

(This article belongs to the Section Flow of Multi-Phase Fluids and Granular Materials)
  • Article
  • Open Access
27 Citations
8,608 Views
17 Pages

Prediction of the Open-Water Performance of Ducted Propellers with a Panel Method

  • João Manuel Baltazar,
  • Douwe Rijpkema,
  • José Falcão de Campos and
  • Johan Bosschers

In the present work, a comparison between the results obtained by a panel code with a Reynolds-averaged Navier-Stokes (RANS) code is made to obtain a better insight on the viscous effects of the ducted propeller and on the limitations of the inviscid...

(This article belongs to the Special Issue Marine Propulsors)
  • Article
  • Open Access
6 Citations
4,177 Views
21 Pages

A Modified Shielding and Rapid Transition DDES Model for Separated Flows

  • Da Lei,
  • Hui Yang,
  • Yun Zheng,
  • Qingzhe Gao and
  • Xiubo Jin

4 April 2023

In this paper, the major problems associated with detached eddy simulation (DES) (namely, modeled stress depletion (MSD) and slowing of the RANS to LES transition (RLT)) are discussed and reviewed, and relevant improvements are developed. A modified...

(This article belongs to the Special Issue Applications of CFD in Heat and Fluid Flow Processes)
  • Feature Paper
  • Article
  • Open Access
9 Citations
4,584 Views
17 Pages

20 February 2021

This paper present recent advances in the development of local correlation based laminar–to–turbulent transition modeling relying on the Spalart–Allmaras equation. Such models are extremely important for the flow regimes involved in wind energy appli...

(This article belongs to the Collection Wind Energy: Current Challenges and Future Perspectives)
  • Article
  • Open Access
8 Citations
4,204 Views
19 Pages

A New Anisotropic Four-Parameter Turbulence Model for Low Prandtl Number Fluids

  • Giacomo Barbi,
  • Valentina Giovacchini and
  • Sandro Manservisi

22 December 2021

Due to their interesting thermal properties, liquid metals are widely studied for heat transfer applications where large heat fluxes occur. In the framework of the Reynolds-Averaged Navier–Stokes (RANS) approach, the Simple Gradient Diffusion H...

(This article belongs to the Collection Advances in Turbulence)
  • Article
  • Open Access
990 Views
18 Pages

18 February 2026

Accurate prediction of separated flows remains a critical challenge for Reynolds-Averaged Navier–Stokes (RANS) simulations, primarily due to the tendency of standard turbulence models to overpredict separation. To address this limitation, this...

(This article belongs to the Section Aeronautics)
  • Article
  • Open Access
10 Citations
6,352 Views
20 Pages

9 October 2023

In this paper, the NWT600 airfoil with a thickness ratio of 60% is taken as the research object. The aerodynamic performance of the airfoil is analyzed by experiments and numerical simulations. The results simulated by various turbulence models used...

  • Feature Paper
  • Article
  • Open Access
29 Citations
7,913 Views
12 Pages

A Machine Learning Approach to Improve Turbulence Modelling from DNS Data Using Neural Networks

  • Yuri Frey Marioni,
  • Enrique Alvarez de Toledo Ortiz,
  • Andrea Cassinelli,
  • Francesco Montomoli and ,
  • Paolo Adami and
  • Raul Vazquez
  • + 1 author+ 0 author

In this paper, we investigate the feasibility of using DNS data and machine learning algorithms to assist RANS turbulence model development. High-fidelity DNS data are generated with the incompressible Navier–Stokes solver implemented in the spectral...

  • Article
  • Open Access
1 Citations
1,764 Views
20 Pages

This paper presents an improved k-ω SST turbulence model to enhance the simulation accuracy of Bluff Body Bypassing Problems (BBBPs) within the Reynolds-Averaged Navier–Stokes (RANS) framework. Although RANS methods are computationally ef...

(This article belongs to the Special Issue Marine CFD: From Resistance Prediction to Environmental Innovation)
  • Article
  • Open Access
2 Citations
2,135 Views
18 Pages

Some RANS Modeling Results of the UHBR Fan: The Case of ECL5/CATANA

  • Lorenzo Pinelli,
  • Maria Malcaus,
  • Giovanni Giannini and
  • Michele Marconcini

With the advancement of modern fan architectures, dedicated experimental benchmarks are becoming fundamental to improving the knowledge of flow physics, validating novel CFD methods, and fine-tuning existing methods. In this context the open test cas...

  • Article
  • Open Access
1 Citations
2,429 Views
20 Pages

An important question for turbomachine designers is how to deal with blade and flowpath geometric variabilities stemming from the manufacturing process or erosion during the component lifetime. The challenge consists of identifying where stringent ma...

  • Article
  • Open Access
11 Citations
3,870 Views
30 Pages

4 September 2022

In spite of the tremendous advances in computing power and continuous improvements in simulation software made in recent decades, the accurate estimation of wind turbine performance using numerical methods remains challenging. Wind turbine aerodynami...

(This article belongs to the Special Issue Marine Renewable Energy and the Transition to a Low Carbon Future)
  • Article
  • Open Access
18 Citations
6,969 Views
9 Pages

31 August 2021

Complex flow and pollutant dispersion simulations in real urban settings were investigated by using computational fluid dynamics (CFD) simulations with the SST k−ω Reynolds-averaged Navier–Stokes (RANS) equation with OpenFOAM. The model was validated...

(This article belongs to the Special Issue High Performance Computing Serving Atmospheric Transport & Dispersion Modelling)
  • Review
  • Open Access
362 Views
26 Pages

15 September 2026

Partially averaged Navier–Stokes (PANS) has evolved over the past two decades from a conventional RANS–DNS bridging model into a scale-resolving simulation framework with controllable turbulence resolution. By introducing the unresolved f...

(This article belongs to the Special Issue Advanced Numerical Methods for Turbulence Simulation)
  • Feature Paper
  • Article
  • Open Access
5 Citations
3,712 Views
17 Pages

18 September 2021

The western Pacific subtropical high (WPSH) is one of the key systems affecting the summer rainfall over the Yangtze River Valley in China. In this study, the forecasting capacity of the WPSH for summer rainfall and streamflow is evaluated based on t...

(This article belongs to the Special Issue Statistics in Hydrology)
  • Article
  • Open Access
4 Citations
1,678 Views
22 Pages

Study on the Wind Pressure Distribution in Complicated Spatial Structure Based on k-ε Turbulence Models

  • Jing Wang,
  • Shixiong Zhou,
  • Hui Liu,
  • Shixing Zhao and ,
  • Fei He and
  • Lei Zhao
  • + 1 author+ 0 author

Understanding wind pressure distribution on structures is crucial for evaluating design wind loads, especially for complex designs. This study investigated the wind pressure distribution on a windmill shape building with intricate geometries, i.e., t...

(This article belongs to the Special Issue Structural Health Monitoring and Intelligent Safety Assessment in Civil Engineering)
  • Article
  • Open Access
6 Citations
2,433 Views
27 Pages

Microarray gene expression analysis is a powerful technique used in cancer classification and research to identify and understand gene expression patterns that can differentiate between different cancer types, subtypes, and stages. However, microarra...

(This article belongs to the Section Biosignal Processing)
  • Review
  • Open Access
85 Citations
19,380 Views
25 Pages

CFD in Wind Energy: The Virtual, Multiscale Wind Tunnel

  • Jonathon Sumner,
  • Christophe Sibuet Watters and
  • Christian Masson

17 May 2010

Over the past two decades, computational fluid dynamics and particularly the finite volume method have been increasingly used to predict the performance of wind turbines within their environment. Increases in available computational power has led to...

(This article belongs to the Special Issue Wind Energy)

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