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Third-order numerical scheme for Euler equations of gas dynamics using Jordan canonical based splitting flux 使用基于约旦典范的分裂通量的气体动力学欧拉方程三阶数值方案
IF 2.5 3区 工程技术
Computers & Fluids Pub Date : 2024-07-15 DOI: 10.1016/j.compfluid.2024.106370
Bao-Shan Wang , Naveen Kumar Garg
{"title":"Third-order numerical scheme for Euler equations of gas dynamics using Jordan canonical based splitting flux","authors":"Bao-Shan Wang ,&nbsp;Naveen Kumar Garg","doi":"10.1016/j.compfluid.2024.106370","DOIUrl":"10.1016/j.compfluid.2024.106370","url":null,"abstract":"<div><p>We propose third-order A-WENO finite difference schemes that are based on the recently introduced first-order numerical schemes in [N. K. Garg et al., Journal of Computational Physics, 407(2020)] for the systems of compressible Euler equations of gas dynamics. The convective components of these schemes (fluxes), both in one- and multi-dimensions, are free from complicated Riemann solvers. Third-order characteristic-wise WENO-Z interpolations are employed to obtain the third-order point values required for the numerical fluxes. To demonstrate the robustness and accuracy of the resulting schemes, we compare the numerical results with local Lax–Friedrichs (LLF) and Harten–Lax–van Leer (HLL) fluxes on various one- and two-dimensional examples. The obtained results outperform LLF and HLL fluxes in terms of enhancing the resolution of contact waves, especially near isolated steady and moving contact discontinuities, as well as in accurately resolving high-frequency waves in one dimension (1-D) and the small-scale structures in two dimensions (2-D).</p></div>","PeriodicalId":287,"journal":{"name":"Computers & Fluids","volume":"281 ","pages":"Article 106370"},"PeriodicalIF":2.5,"publicationDate":"2024-07-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141712072","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An artificial compressibility approach to solve low Mach number flows in closed domains 解决封闭域中低马赫数流动的人工可压缩性方法
IF 2.5 3区 工程技术
Computers & Fluids Pub Date : 2024-07-11 DOI: 10.1016/j.compfluid.2024.106364
A. Beccantini , C. Corre , S. Gounand , C.-H. Phan
{"title":"An artificial compressibility approach to solve low Mach number flows in closed domains","authors":"A. Beccantini ,&nbsp;C. Corre ,&nbsp;S. Gounand ,&nbsp;C.-H. Phan","doi":"10.1016/j.compfluid.2024.106364","DOIUrl":"10.1016/j.compfluid.2024.106364","url":null,"abstract":"<div><p>An artificial compressibility approach is proposed to compute the solution of the compressible equations in the low Mach number limit, in closed domain with moving boundaries. The low Mach number stiffness is reduced by introducing an artificial sound speed, much lower than the physical one. This allows to avoid both the acoustic time step restriction and the loss of accuracy of classical compressible solvers, without solving a Poisson equation for the pressure or using the time-implicit discretization of the Turkel-type preconditioning technique. Moreover the proposed formulation involves the conservative variables plus the dynamic pressure, which facilitates the implementation of the approach in classical CFD codes for compressible flows. The numerical experiments presented show that the approach is both accurate and CPU efficient.</p></div>","PeriodicalId":287,"journal":{"name":"Computers & Fluids","volume":"280 ","pages":"Article 106364"},"PeriodicalIF":2.5,"publicationDate":"2024-07-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0045793024001968/pdfft?md5=3c1e8f8f18e0eb1776c399c9dc23ba2d&pid=1-s2.0-S0045793024001968-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141629805","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Mechanism of collision and drainage of liquid droplet around sphere placed within a hollow cylinder 置于空心圆筒内的球体周围液滴的碰撞和排泄机理
IF 2.5 3区 工程技术
Computers & Fluids Pub Date : 2024-07-11 DOI: 10.1016/j.compfluid.2024.106365
Prakasha Chandra Sahoo , Jnana Ranjan Senapati , Basanta Kumar Rana
{"title":"Mechanism of collision and drainage of liquid droplet around sphere placed within a hollow cylinder","authors":"Prakasha Chandra Sahoo ,&nbsp;Jnana Ranjan Senapati ,&nbsp;Basanta Kumar Rana","doi":"10.1016/j.compfluid.2024.106365","DOIUrl":"10.1016/j.compfluid.2024.106365","url":null,"abstract":"&lt;div&gt;&lt;p&gt;It is attempted earnestly to elucidate the mechanism of collision and drainage of liquid mass around the spherical substrate suspended within the hollow cylinder using Gerris open-source code by employing Volume of Fluid (VOF) methodology. Various influencing parameters, namely, sphere-to-droplet diameter ratio &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mo&gt;(&lt;/mo&gt;&lt;mrow&gt;&lt;msub&gt;&lt;mi&gt;D&lt;/mi&gt;&lt;mi&gt;s&lt;/mi&gt;&lt;/msub&gt;&lt;mo&gt;/&lt;/mo&gt;&lt;msub&gt;&lt;mi&gt;D&lt;/mi&gt;&lt;mi&gt;o&lt;/mi&gt;&lt;/msub&gt;&lt;/mrow&gt;&lt;mo&gt;)&lt;/mo&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt;, Weber number&lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mspace&gt;&lt;/mspace&gt;&lt;mo&gt;(&lt;/mo&gt;&lt;mrow&gt;&lt;mi&gt;W&lt;/mi&gt;&lt;mi&gt;e&lt;/mi&gt;&lt;/mrow&gt;&lt;mo&gt;)&lt;/mo&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt;, Ohnesorge number &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mo&gt;(&lt;/mo&gt;&lt;mrow&gt;&lt;mi&gt;O&lt;/mi&gt;&lt;mi&gt;h&lt;/mi&gt;&lt;/mrow&gt;&lt;mo&gt;)&lt;/mo&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt;, and Bond number&lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mo&gt;(&lt;/mo&gt;&lt;mrow&gt;&lt;mi&gt;B&lt;/mi&gt;&lt;mi&gt;o&lt;/mi&gt;&lt;/mrow&gt;&lt;mo&gt;)&lt;/mo&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; are employed to observe the drainage mechanism through the constricted path. The pattern of the interfacial morphology of droplet collision and drainage mechanism is presented using numerical contours. It is important to mention herein that the droplet undergoes several important stages like collision, cap formation, engulfment, drainage, and pinch-off. The passage between the sphere and the cylinder is sufficiently wider at a lower value of &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;msub&gt;&lt;mi&gt;D&lt;/mi&gt;&lt;mi&gt;s&lt;/mi&gt;&lt;/msub&gt;&lt;mo&gt;/&lt;/mo&gt;&lt;msub&gt;&lt;mi&gt;D&lt;/mi&gt;&lt;mi&gt;o&lt;/mi&gt;&lt;/msub&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; due to which the liquid mass is drained out completely without any hindrance. The drainage process becomes considerably faster at a higher &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mi&gt;W&lt;/mi&gt;&lt;mi&gt;e&lt;/mi&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; compared to a lower &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mi&gt;W&lt;/mi&gt;&lt;mi&gt;e&lt;/mi&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt;. In addition, the flow of liquid mass through the passage gets delayed at a greater &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mi&gt;O&lt;/mi&gt;&lt;mi&gt;h&lt;/mi&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; than a lower &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mi&gt;O&lt;/mi&gt;&lt;mi&gt;h&lt;/mi&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; assuming a given value of &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mi&gt;W&lt;/mi&gt;&lt;mi&gt;e&lt;/mi&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; and &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;msub&gt;&lt;mi&gt;D&lt;/mi&gt;&lt;mi&gt;s&lt;/mi&gt;&lt;/msub&gt;&lt;mo&gt;/&lt;/mo&gt;&lt;msub&gt;&lt;mi&gt;D&lt;/mi&gt;&lt;mi&gt;o&lt;/mi&gt;&lt;/msub&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt;. The liquid drop requires less time to pass through the constricted path at lower &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mi&gt;B&lt;/mi&gt;&lt;mi&gt;o&lt;/mi&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; for a given value of &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;msub&gt;&lt;mi&gt;D&lt;/mi&gt;&lt;mi&gt;s&lt;/mi&gt;&lt;/msub&gt;&lt;mo&gt;/&lt;/mo&gt;&lt;msub&gt;&lt;mi&gt;D&lt;/mi&gt;&lt;mi&gt;o&lt;/mi&gt;&lt;/msub&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; and &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mi&gt;W&lt;/mi&gt;&lt;mi&gt;e&lt;/mi&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt;. We have also attempted to quantify the drainage of liquid volume passes through the passage, which is denoted as &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mo&gt;(&lt;/mo&gt;&lt;mrow&gt;&lt;msup&gt;&lt;mrow&gt;&lt;mi&gt;Q&lt;/mi&gt;&lt;/mrow&gt;&lt;mo&gt;*&lt;/mo&gt;&lt;/msup&gt;&lt;mo&gt;=&lt;/mo&gt;&lt;mi&gt;Q&lt;/mi&gt;&lt;mo&gt;/&lt;/mo&gt;&lt;msub&gt;&lt;mi&gt;Q&lt;/mi&gt;&lt;mi&gt;o&lt;/mi&gt;&lt;/msub&gt;&lt;/mrow&gt;&lt;mo&gt;)&lt;/mo&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt;. One can notice the increasing pattern of &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mi&gt;Q&lt;/mi&gt;&lt;mo&gt;/&lt;/mo&gt;&lt;msub&gt;&lt;mi&gt;Q&lt;/mi&gt;&lt;mi&gt;o&lt;/mi&gt;&lt;/msub&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; with continuous progress of time stamp for all cases of &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;msub&gt;&lt;mi&gt;D&lt;/mi&gt;&lt;mi&gt;s&lt;/mi&gt;&lt;/msub&gt;&lt;mo&gt;/&lt;/mo&gt;&lt;msub&gt;&lt;mi&gt;D&lt;/mi&gt;&lt;mi&gt;o&lt;/mi&gt;&lt;/msub","PeriodicalId":287,"journal":{"name":"Computers & Fluids","volume":"281 ","pages":"Article 106365"},"PeriodicalIF":2.5,"publicationDate":"2024-07-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141701950","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Lifting relations for a generalized total-energy double-distribution-function kinetic model and their impact on compressible turbulence simulation 广义总能双分布函数动力学模型的提升关系及其对可压缩湍流模拟的影响
IF 2.5 3区 工程技术
Computers & Fluids Pub Date : 2024-07-11 DOI: 10.1016/j.compfluid.2024.106368
Yiming Qi , Jie Shen , Lian-Ping Wang , Zhaoli Guo
{"title":"Lifting relations for a generalized total-energy double-distribution-function kinetic model and their impact on compressible turbulence simulation","authors":"Yiming Qi ,&nbsp;Jie Shen ,&nbsp;Lian-Ping Wang ,&nbsp;Zhaoli Guo","doi":"10.1016/j.compfluid.2024.106368","DOIUrl":"10.1016/j.compfluid.2024.106368","url":null,"abstract":"<div><p>Recently, Qi et al. (2022) and Guo et al. (2023) proposed two alternative designs of an efficient mesoscopic method using the total-energy double-distribution-function (DDF) formulation, hereafter referred to as the Qi model and the Guo model. The two models share the same advantage of using only 40 discrete particle velocities to fully reproduce the Navier–Stokes-Fourier (NSF) system. However, the Guo model is based on a more rigorous kinetic consideration, while the Qi model relies on a more general design of the source term to allow for adjustable bulk-to-shear viscosity ratio. In this paper, we derive lifting relations for the Qi model based on two alternative approaches, namely, the Hermite expansion and the Chapman–Enskog expansion, which can be used to construct the boundary and initial conditions for the mesoscopic method. For three-dimensional compressible turbulence simulations, including compressible decaying homogeneous isotropic turbulence and Taylor–Green vortex flows, the derived two sets of lifting relations are applied to the initialization distribution function to study their impacts. Interestingly, for the Qi model, the two sets of lifting relations yield the same results without numerical artifacts, whereas for the Guo model, an appropriate lifting relation must be specified to avoid numerical artifacts resulting from the flow initialization (Qi et al., 2023).</p></div>","PeriodicalId":287,"journal":{"name":"Computers & Fluids","volume":"280 ","pages":"Article 106368"},"PeriodicalIF":2.5,"publicationDate":"2024-07-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141637544","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Accurate numerical prototypes of microfluidic droplet generators with open source tools 利用开源工具制作微流控液滴发生器的精确数值原型
IF 2.5 3区 工程技术
Computers & Fluids Pub Date : 2024-07-11 DOI: 10.1016/j.compfluid.2024.106366
David Gabriel Harispe, Pablo A. Kler
{"title":"Accurate numerical prototypes of microfluidic droplet generators with open source tools","authors":"David Gabriel Harispe,&nbsp;Pablo A. Kler","doi":"10.1016/j.compfluid.2024.106366","DOIUrl":"10.1016/j.compfluid.2024.106366","url":null,"abstract":"<div><p>Droplet-based microfluidics gained significant attention for its high technological impact in various fields like (bio)analysis and (bio)synthesis. Precise and controlled droplet size is critical, for the encapsulated products, or the yield of chemical reactions. In a broad range of experimental parameters, the understanding of how droplets form, interact and move with accurate predictive models is crucial. In this work, numerical prototypes of droplet generators were made with Basilisk, an open source software for solving partial differential equations on adaptive Cartesian meshes including grid adaptation and scalability for High-Performance Computing (HPC). This research aims to analyze and compare the obtained droplets against existing experimental data. The evaluation involves qualitative and quantitative comparisons, considering various channel geometries, flow rates, and rheological conditions. The validation of the proposed tool in terms of accuracy and computational performance, enable us to offer to the microfluidics community a reliable tool to design and optimize droplet generators.</p></div>","PeriodicalId":287,"journal":{"name":"Computers & Fluids","volume":"281 ","pages":"Article 106366"},"PeriodicalIF":2.5,"publicationDate":"2024-07-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141690274","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An efficient hybrid WENO scheme with minimized dispersion and adaptive dissipation properties for compressible flows 针对可压缩流的具有最小分散和自适应耗散特性的高效混合 WENO 方案
IF 2.5 3区 工程技术
Computers & Fluids Pub Date : 2024-07-11 DOI: 10.1016/j.compfluid.2024.106363
Yin Zhang , Yujie Zhu , Zhensheng Sun , Siye Li , Yu Hu , Xuefeng Xia , Wei Zhang
{"title":"An efficient hybrid WENO scheme with minimized dispersion and adaptive dissipation properties for compressible flows","authors":"Yin Zhang ,&nbsp;Yujie Zhu ,&nbsp;Zhensheng Sun ,&nbsp;Siye Li ,&nbsp;Yu Hu ,&nbsp;Xuefeng Xia ,&nbsp;Wei Zhang","doi":"10.1016/j.compfluid.2024.106363","DOIUrl":"10.1016/j.compfluid.2024.106363","url":null,"abstract":"<div><p>A numerical scheme with good spectral properties is important for the simulation of compressible flows with various of length scales for fine flow scales resolving. The MDAD-HY scheme (Li et al., 2022) using a discontinuity detector and scale sensor achieves the minimized dispersion and adaptive dissipation property. However, the discontinuity detector is devised based on the ratio of the 1st-order and 2nd-order derivatives on two sides of the interface introducing excessive numerical cost. To address this issue, an efficient hybrid WENO scheme with minimized dispersion and adaptive dissipation properties is proposed in this work. Based on the characteristic-decomposition approach, the numerical flux of the present hybrid scheme is achieved by switching between the linear MDAD scheme and the MDAD-WENO scheme according to a new efficient non-dimensional discontinuity detector. The linear flux is reconstructed in a component-wise method to decrease the characteristic-projection operations. To further improve the spectral property of the present scheme, an adaptive parameter controlling the contribution of the optimal linear scheme according to the discontinuity indicator is introduced. Several benchmark test cases involving broadband of length scales and discontinuities are adopted to verify the efficiency and the high-resolution capability of the present scheme.</p></div>","PeriodicalId":287,"journal":{"name":"Computers & Fluids","volume":"280 ","pages":"Article 106363"},"PeriodicalIF":2.5,"publicationDate":"2024-07-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141637545","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The effects of energy accommodation of reflected gas molecules on flow structures during expired spacecraft reentry 过气航天器再入大气层时反射气体分子的能量容纳对流动结构的影响
IF 2.5 3区 工程技术
Computers & Fluids Pub Date : 2024-07-10 DOI: 10.1016/j.compfluid.2024.106362
Yong-Dong Liang , Zhi-Hui Li , Jie Liang , Jia-Zhi Hu
{"title":"The effects of energy accommodation of reflected gas molecules on flow structures during expired spacecraft reentry","authors":"Yong-Dong Liang ,&nbsp;Zhi-Hui Li ,&nbsp;Jie Liang ,&nbsp;Jia-Zhi Hu","doi":"10.1016/j.compfluid.2024.106362","DOIUrl":"10.1016/j.compfluid.2024.106362","url":null,"abstract":"<div><p>To study the influence of energy accommodation of scattering gas molecules on flow fields during large expired spacecraft reentry, a more elaborated gas-surface interaction model, compared with full Maxwellian diffuse model, is employed in implicit algorithms based on Boltzmann model equation. The characteristic distributions around cylinder at different fluid regimes are accordingly obtained by implicit algorithms, Navier-Stokes solver and DSMC ((Direct Simulation Monte Carlo) method. And the consistency of these results is verified. It is confirmed that present algorithms are capable of solving external flow problems covering various fluid regimes. Then the simulation results see that under current conditions set in the paper, pressure and temperature are proportional to wall activation (<span><math><mrow><mi>ω</mi><mo>=</mo><mrow><msub><mi>T</mi><mi>w</mi></msub><mo>/</mo><msub><mi>T</mi><mi>∞</mi></msub></mrow></mrow></math></span>, <span><math><msub><mi>T</mi><mi>w</mi></msub></math></span> is surface temperature, <span><math><msub><mi>T</mi><mi>∞</mi></msub></math></span> denotes as free stream temperature), but their amplitudes alter with <span><math><mi>ω</mi></math></span> at different fluid regimes. As for the effects of energy accommodation coefficients (<span><math><msub><mi>α</mi><mi>e</mi></msub></math></span>), both pressure and temperature profiles vary in a linear way with <span><math><msub><mi>α</mi><mi>e</mi></msub></math></span>. However, the variation ranges of these parameters are diverse with regard to different fluid regimes. These observations are favor to the construction of efficient forecasting software, which could predict the flight path of large defunct spacecraft. In this forecasting software, the external ballistics computations and aerothermodynamic simulations are synchronously carried out.</p></div>","PeriodicalId":287,"journal":{"name":"Computers & Fluids","volume":"281 ","pages":"Article 106362"},"PeriodicalIF":2.5,"publicationDate":"2024-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141694041","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An LSTM-enhanced surrogate model to simulate the dynamics of particle-laden fluid systems 模拟含颗粒流体系统动力学的 LSTM 增强代用模型
IF 2.5 3区 工程技术
Computers & Fluids Pub Date : 2024-07-06 DOI: 10.1016/j.compfluid.2024.106361
Arash Hajisharifi , Rahul Halder , Michele Girfoglio , Andrea Beccari , Domenico Bonanni , Gianluigi Rozza
{"title":"An LSTM-enhanced surrogate model to simulate the dynamics of particle-laden fluid systems","authors":"Arash Hajisharifi ,&nbsp;Rahul Halder ,&nbsp;Michele Girfoglio ,&nbsp;Andrea Beccari ,&nbsp;Domenico Bonanni ,&nbsp;Gianluigi Rozza","doi":"10.1016/j.compfluid.2024.106361","DOIUrl":"https://doi.org/10.1016/j.compfluid.2024.106361","url":null,"abstract":"<div><p>The numerical treatment of fluid–particle systems is a very challenging problem because of the complex coupling phenomena occurring between the two phases. Although an accurate mathematical modelling is available to address this kind of applications, the computational cost of the numerical simulations is very expensive. The use of the most modern high performance computing infrastructures could help to mitigate such an issue but not completely to fix it. In this work we develop a non intrusive data-driven reduced order model (ROM) for Computational Fluid Dynamics (CFD) - Discrete Element Method (DEM) simulations. The ROM is built using the proper orthogonal decomposition (POD) for the computation of the reduced basis space and the Long Short-Term Memory (LSTM) network for the computation of the reduced coefficients. We are interested to deal both with system identification and prediction. The most relevant novelties rely on (i) a filtering procedure of the full order snapshots to reduce the dimensionality of the reduced problem and (ii) a preliminary treatment of the particle phase. The accuracy of our ROM approach is assessed against the classic Goldschmidt fluidized bed benchmark problem. Finally, we also provide some insights about the efficiency of our ROM approach.</p></div>","PeriodicalId":287,"journal":{"name":"Computers & Fluids","volume":"280 ","pages":"Article 106361"},"PeriodicalIF":2.5,"publicationDate":"2024-07-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141607102","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Gradient-based polynomial adaptation indicators for high-order methods 基于梯度的高阶方法多项式适应指标
IF 2.5 3区 工程技术
Computers & Fluids Pub Date : 2024-07-02 DOI: 10.1016/j.compfluid.2024.106360
Christina Kolokotronis, Brian C. Vermeire
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引用次数: 0
Exploring the potential of TENO and WENO schemes for simulating under-resolved turbulent flows in the atmosphere using Euler equations 探索 TENO 和 WENO 方案在使用欧拉方程模拟大气中欠解湍流方面的潜力
IF 2.5 3区 工程技术
Computers & Fluids Pub Date : 2024-06-29 DOI: 10.1016/j.compfluid.2024.106349
A. Navas-Montilla, J. Guallart, P. Solán-Fustero, P. García-Navarro
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引用次数: 0
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