International Journal for Numerical Methods in Fluids最新文献

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A modified fifth-order WENO-Z scheme based on the weights of the reformulated adaptive order WENO scheme 基于重构自适应阶 WENO 方案权重的改进型五阶 WENO-Z 方案
IF 1.7 4区 工程技术
International Journal for Numerical Methods in Fluids Pub Date : 2024-06-04 DOI: 10.1002/fld.5314
Yize Wang, Kunlei Zhao, Li Yuan
{"title":"A modified fifth-order WENO-Z scheme based on the weights of the reformulated adaptive order WENO scheme","authors":"Yize Wang,&nbsp;Kunlei Zhao,&nbsp;Li Yuan","doi":"10.1002/fld.5314","DOIUrl":"10.1002/fld.5314","url":null,"abstract":"<p>A modified fifth-order WENO-Z scheme is proposed by analogy with the non-normalized weights of the reformulated fifth-order adaptive order (AO) WENO scheme. We show that if the original fifth-order WENO-AO scheme is rewritten as the form of the conventional WENO combination, the resulting non-normalized weights can be divided into three parts: a constant one term, a local stencil smoothness measure term and a global stencil smoothness measure term. In order to make use of the latter two terms for constructing a modified WENO-Z scheme with enhanced performance, we change the form of the third term and introduce an adaptive scaling factor to adjust the contributions from the second and third terms. Numerical examples show that the modified fifth-order WENO-Z scheme has the advantage of high resolution in smooth regions and sharp capturing of discontinuities, and it can obtain evidently better results for shocked flows with small-scale structures compared with the recently developed WENO-Z+ and WENO-Z+M schemes.</p>","PeriodicalId":50348,"journal":{"name":"International Journal for Numerical Methods in Fluids","volume":"96 10","pages":"1631-1652"},"PeriodicalIF":1.7,"publicationDate":"2024-06-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141387648","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Research on the construction of multi objective coupling model and optimization method of ship form 船型多目标耦合模型构建及优化方法研究
IF 1.7 4区 工程技术
International Journal for Numerical Methods in Fluids Pub Date : 2024-06-03 DOI: 10.1002/fld.5315
Jie Liu, Baoji Zhang, Yuyang Lai, Liqiao Fang
{"title":"Research on the construction of multi objective coupling model and optimization method of ship form","authors":"Jie Liu,&nbsp;Baoji Zhang,&nbsp;Yuyang Lai,&nbsp;Liqiao Fang","doi":"10.1002/fld.5315","DOIUrl":"10.1002/fld.5315","url":null,"abstract":"<p>Multi-objective optimization of ship form can effectively reduce ship energy consumption, and is one of the important research topics of green ships. However, the computational cost of numerical simulation based on computational fluid dynamics (CFD) theory is relatively high, which affects the efficiency of optimization. Traditional subjective weighting methods mostly rely on expert's experience, which affects the scientificity of optimization. This paper effectively integrates the CFD method, the improved multi-objective optimization algorithm and the objective weighting method to build a ship form multi-objective optimization framework. Conduct multi-objective optimization research on resistance and seakeeping performance of a very large crude oil carrier (KVLCC) ship. The improved bare-bones multi-objective particle swarm optimization (IBBMOPSO) algorithm is used to obtain the pareto front, and the kernel principal component analysis (KPCA) method is used to objectively assign the weight of each target. Finally, the optimal ship form scheme with high satisfaction was obtained. The multi-objective optimization framework constructed in this paper can provide a certain theoretical basis and technical support for the development of ship greening and digital transformation.</p>","PeriodicalId":50348,"journal":{"name":"International Journal for Numerical Methods in Fluids","volume":"96 10","pages":"1617-1630"},"PeriodicalIF":1.7,"publicationDate":"2024-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141271050","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Simplified weighting formulations of weighted compact nonlinear schemes for compressible flows 可压缩流加权紧凑非线性方案的简化加权公式
IF 1.7 4区 工程技术
International Journal for Numerical Methods in Fluids Pub Date : 2024-05-31 DOI: 10.1002/fld.5311
Jinwei Bai, Meiliang Mao, Yankai Ma, Zhen-Guo Yan, Yaobing Min
{"title":"Simplified weighting formulations of weighted compact nonlinear schemes for compressible flows","authors":"Jinwei Bai,&nbsp;Meiliang Mao,&nbsp;Yankai Ma,&nbsp;Zhen-Guo Yan,&nbsp;Yaobing Min","doi":"10.1002/fld.5311","DOIUrl":"10.1002/fld.5311","url":null,"abstract":"<div>\u0000 \u0000 <p>Weighted compact nonlinear schemes (WCNSs) are a popular family of high-resolution shock-capturing schemes for simulating compressible flows, of which the nonlinear interpolation procedure is dominant for the performance. In this work, a simplified weighting strategy is introduced for the nonlinear interpolation procedure. Firstly, an equivalent weighting formulation of WCNS is presented by explicitly including the whole-point stencil into the set of candidate stencils. Secondly, motivated by the reorganization of WCNS, the WCNS-CU6 scheme is achieved in a more straightforward way. Thirdly, by introducing a TENO selection procedure in the framework of WCNS-CU6-Simplified, a TCNS6-Simplified scheme is proposed, the resolution of which is comparable with the excellent TENO6 scheme, while the computational cost is much lower. The simplified schemes exhibit more outstanding, at least comparable, fidelity than the original schemes, however, with superior characteristics in terms of efficiency and simplicity. A variety of benchmark test problems are studied to demonstrate the behaviour of the simplified weighting strategy.</p>\u0000 </div>","PeriodicalId":50348,"journal":{"name":"International Journal for Numerical Methods in Fluids","volume":"96 9","pages":"1592-1616"},"PeriodicalIF":1.7,"publicationDate":"2024-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141189985","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Unsupervised neural networks for Maxwell fluid flow and heat transfer over a curved surface with nonlinear convection and temperature-dependent properties 用于具有非线性对流和温度相关特性的曲面上麦克斯韦流体流动和传热的无监督神经网络
IF 1.7 4区 工程技术
International Journal for Numerical Methods in Fluids Pub Date : 2024-05-29 DOI: 10.1002/fld.5298
Sai Ganga, Ziya Uddin, Rishi Asthana
{"title":"Unsupervised neural networks for Maxwell fluid flow and heat transfer over a curved surface with nonlinear convection and temperature-dependent properties","authors":"Sai Ganga,&nbsp;Ziya Uddin,&nbsp;Rishi Asthana","doi":"10.1002/fld.5298","DOIUrl":"10.1002/fld.5298","url":null,"abstract":"<p>Maxwell fluid flow over a curved surface with the impacts of nonlinear convection and radiation, temperature-dependent properties, and magnetic field are investigated. The governing equations of the physical system are solved using wavelet based physics informed neural network, a machine learning technique. This is an unsupervised method, and the solutions have been obtained without knowing the numerical solution to the problem. Given the nonlinearity of the coupled equations, the methodology used is flexible to implement, and the activation function used improves the accuracy of the solution. We approximate the unknown functions using different neural network models and determine the solution by training the network. The special case of the obtained results is examined with the available results in the literature for validation of the proposed methodology. It is observed that the proposed approach gives reliable results for the analyzed problem of study. Further, an analysis of the influence of flow parameters (deborah number, variable thermal conductivity and viscosity parameter, velocity slip parameter, temperature ratio parameter, suction parameter, and convection parameters) on temperature and fluid flow velocity is carried out. It is observed that as the flow parameter Deborah number, velocity slip parameter, and viscosity parameter increase, there is a decline in velocity and an enhancement in temperature. This study of fluid flow over a curved surface has applications in the polymer industry, which plays an important role in the manufacturing of contact lenses.</p>","PeriodicalId":50348,"journal":{"name":"International Journal for Numerical Methods in Fluids","volume":"96 9","pages":"1576-1591"},"PeriodicalIF":1.7,"publicationDate":"2024-05-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141189797","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
A general computational framework for Lagrangian hydrodynamic scheme. I: Unification of staggered-grid and cell-centered methods 拉格朗日流体力学方案的一般计算框架。I:交错网格法和单元中心法的统一
IF 1.7 4区 工程技术
International Journal for Numerical Methods in Fluids Pub Date : 2024-05-28 DOI: 10.1002/fld.5313
Xihua Xu
{"title":"A general computational framework for Lagrangian hydrodynamic scheme. I: Unification of staggered-grid and cell-centered methods","authors":"Xihua Xu","doi":"10.1002/fld.5313","DOIUrl":"10.1002/fld.5313","url":null,"abstract":"<p>This paper focuses on a general computational framework to unify both Lagrangian staggered-grid hydrodynamic (SGH) and cell-centered hydrodynamic (CCH) methods. One challenge is that artificial viscosity has contained empirical parameters in the SGH method for seven decades. To address this challenge, a new relationship between pressure and velocity is constructed using specific volume as a medium. Another challenge is that entropy is increasing in isentropic flows for the CCH method. To overcome this second challenge, the forces acting on a target cell are split into linear and quadratic terms in the CCH method. The numerical results of the two methods are almost identical. The scheme is more general than both existing SGH and CCH methods.</p>","PeriodicalId":50348,"journal":{"name":"International Journal for Numerical Methods in Fluids","volume":"96 9","pages":"1555-1575"},"PeriodicalIF":1.7,"publicationDate":"2024-05-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141189986","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Directionally-split volume-of-fluid technique for front propagation under curvature flow 曲率流下前沿传播的定向分割流体体积技术
IF 1.7 4区 工程技术
International Journal for Numerical Methods in Fluids Pub Date : 2024-05-23 DOI: 10.1002/fld.5312
Ali Fakhreddine, Karim Alamé, Krishnan Mahesh
{"title":"Directionally-split volume-of-fluid technique for front propagation under curvature flow","authors":"Ali Fakhreddine,&nbsp;Karim Alamé,&nbsp;Krishnan Mahesh","doi":"10.1002/fld.5312","DOIUrl":"10.1002/fld.5312","url":null,"abstract":"<p>A directionally-split volume-of-fluid (VOF) methodology for evolving interfaces under curvature-dependent speed is devised. The interface is reconstructed geometrically and the volume fraction is advected with a technique to incorporate a topological volume conservation constraint. The proposed approach uses the idea that the role of curvature in a speed function <span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <mi>V</mi>\u0000 </mrow>\u0000 <annotation>$$ mathbf{V} $$</annotation>\u0000 </semantics></math> is analogous to the role of viscosity in the corresponding hyperbolic conservation law to propagate complex interfaces where singularities may exist. The approach has the advantage of simple implementation and straightforward extension to more complex multiphase systems by formulating the interface evolution problem using energy functionals to derive an expression for the interface-advecting velocity. The numerical details of the volume-of-fluid based formulation are discussed with emphasis on the importance of curvature estimation. Finally, canonical curves and surfaces traditionally investigated by the level set (LS) method are tested with the devised approach and the results are compared with existing work in LS.</p>","PeriodicalId":50348,"journal":{"name":"International Journal for Numerical Methods in Fluids","volume":"96 9","pages":"1517-1554"},"PeriodicalIF":1.7,"publicationDate":"2024-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/fld.5312","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141106851","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
On the convergence of the Rhie–Chow stabilized Box method for the Stokes problem 论斯托克斯问题的瑞-周稳定盒方法的收敛性
IF 1.7 4区 工程技术
International Journal for Numerical Methods in Fluids Pub Date : 2024-05-14 DOI: 10.1002/fld.5295
G. Negrini, N. Parolini, M. Verani
{"title":"On the convergence of the Rhie–Chow stabilized Box method for the Stokes problem","authors":"G. Negrini,&nbsp;N. Parolini,&nbsp;M. Verani","doi":"10.1002/fld.5295","DOIUrl":"10.1002/fld.5295","url":null,"abstract":"<p>The finite volume method (FVM) is widely adopted in many different applications because of its built-in conservation properties, its ability to deal with arbitrary mesh and its computational efficiency. In this work, we consider the Rhie–Chow stabilized Box method (RCBM) for the approximation of the Stokes problem. The Box method (BM) is a piecewise linear Petrov–Galerkin formulation on the Voronoi dual mesh of a Delaunay triangulation, whereas the Rhie–Chow (RC) stabilization is a well known stabilization technique for FVM. The first part of the article provides a variational formulation of the RC stabilization and discusses the validity of crucial properties relevant for the well-posedness and convergence of RCBM. Moreover, a numerical exploration of the convergence properties of the method on 2D and 3D test cases is presented. The last part of the article considers the theoretically justification of the well-posedness of RCBM and the experimentally observed convergence rates. This latter justification hinges upon suitable assumptions, whose validity is numerically explored.</p>","PeriodicalId":50348,"journal":{"name":"International Journal for Numerical Methods in Fluids","volume":"96 8","pages":"1489-1516"},"PeriodicalIF":1.7,"publicationDate":"2024-05-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140940155","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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 high-order two-level explicit/implicit numerical scheme for two-dimensional time fractional mobile/immobile advection-dispersion model 二维时间分数移动/非移动平流-弥散模型的高效高阶两级显式/隐式数值方案
IF 1.7 4区 工程技术
International Journal for Numerical Methods in Fluids Pub Date : 2024-05-08 DOI: 10.1002/fld.5296
Eric Ngondiep
{"title":"An efficient high-order two-level explicit/implicit numerical scheme for two-dimensional time fractional mobile/immobile advection-dispersion model","authors":"Eric Ngondiep","doi":"10.1002/fld.5296","DOIUrl":"10.1002/fld.5296","url":null,"abstract":"<p>This article constructs a new two-level explicit/implicit numerical scheme in an approximate solution for the two-dimensional time fractional mobile/immobile advection-dispersion problem. The stability and error estimates of the proposed technique are deeply analyzed in the <span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <msup>\u0000 <mrow>\u0000 <mi>L</mi>\u0000 </mrow>\u0000 <mrow>\u0000 <mi>∞</mi>\u0000 </mrow>\u0000 </msup>\u0000 <mo>(</mo>\u0000 <mn>0</mn>\u0000 <mo>,</mo>\u0000 <mi>T</mi>\u0000 <mo>;</mo>\u0000 <msup>\u0000 <mrow>\u0000 <mi>L</mi>\u0000 </mrow>\u0000 <mrow>\u0000 <mn>2</mn>\u0000 </mrow>\u0000 </msup>\u0000 <mo>)</mo>\u0000 </mrow>\u0000 <annotation>$$ {L}^{infty}left(0,T;{L}^2right) $$</annotation>\u0000 </semantics></math>-norm. The developed approach is less time consuming, fourth-order in space and temporal accurate of order <span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <mi>O</mi>\u0000 <mo>(</mo>\u0000 <msup>\u0000 <mrow>\u0000 <mi>k</mi>\u0000 </mrow>\u0000 <mrow>\u0000 <mn>2</mn>\u0000 <mo>−</mo>\u0000 <mfrac>\u0000 <mrow>\u0000 <mi>λ</mi>\u0000 </mrow>\u0000 <mrow>\u0000 <mn>2</mn>\u0000 </mrow>\u0000 </mfrac>\u0000 </mrow>\u0000 </msup>\u0000 <mo>)</mo>\u0000 </mrow>\u0000 <annotation>$$ Oleft({k}^{2-frac{lambda }{2}}right) $$</annotation>\u0000 </semantics></math>, where <span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <mi>k</mi>\u0000 </mrow>\u0000 <annotation>$$ k $$</annotation>\u0000 </semantics></math> is the time step and <span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <mi>λ</mi>\u0000 </mrow>\u0000 <annotation>$$ lambda $$</annotation>\u0000 </semantics></math> denotes a positive parameter less than 1. This result shows that the two-level explicit/implicit formulation is faster and more efficient than a large class of numerical schemes widely discussed in the literature for the considered problem. Numerical experiments are performed to verify the theoretical studies and to demonstrate the efficiency of the new numerical method.</p>","PeriodicalId":50348,"journal":{"name":"International Journal for Numerical Methods in Fluids","volume":"96 8","pages":"1305-1336"},"PeriodicalIF":1.7,"publicationDate":"2024-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140940156","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
A hybrid CPU-GPU paradigm to accelerate reactive CFD simulations 加速反应式 CFD 模拟的 CPU-GPU 混合模式
IF 1.7 4区 工程技术
International Journal for Numerical Methods in Fluids Pub Date : 2024-05-03 DOI: 10.1002/fld.5297
Federico Ghioldi, Federico Piscaglia
{"title":"A hybrid CPU-GPU paradigm to accelerate reactive CFD simulations","authors":"Federico Ghioldi,&nbsp;Federico Piscaglia","doi":"10.1002/fld.5297","DOIUrl":"10.1002/fld.5297","url":null,"abstract":"<p>The solution of reactive computational fluid dynamics (CFD) simulations is accelerated by the implementation of a hybrid central processing unit/graphics processing units (CPU/GPU) Finite Volume solver based on the operator-splitting strategy, where the chemistry integration is treated independently of the flow solution. The integration of ordinary differential equations (ODEs) describing the finite-rate chemical kinetics is solved by an adaptive multi-block explicit solver on GPUs, while the load of the fluid solution is distributed on a multicore CPU algorithm. The resulting speed-up for reactive CFD simulations is up to 10<span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <mo>×</mo>\u0000 </mrow>\u0000 <annotation>$$ times $$</annotation>\u0000 </semantics></math>; the performance gain increases with the size of the mechanism. The proposed implementation is general and can be applied to any CFD problem where the governing equations for the fluid transport are coupled with an ODE system. Code validation is performed against reference solutions on a selection of test cases involving reacting flows.</p>","PeriodicalId":50348,"journal":{"name":"International Journal for Numerical Methods in Fluids","volume":"96 8","pages":"1461-1488"},"PeriodicalIF":1.7,"publicationDate":"2024-05-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140836184","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Hull form optimization research based on multi-precision back-propagation neural network approximation model 基于多精度反向传播神经网络近似模型的船体形式优化研究
IF 1.7 4区 工程技术
International Journal for Numerical Methods in Fluids Pub Date : 2024-05-01 DOI: 10.1002/fld.5291
Jie Liu, Baoji Zhang, Yuyang Lai, Liqiao Fang
{"title":"Hull form optimization research based on multi-precision back-propagation neural network approximation model","authors":"Jie Liu,&nbsp;Baoji Zhang,&nbsp;Yuyang Lai,&nbsp;Liqiao Fang","doi":"10.1002/fld.5291","DOIUrl":"10.1002/fld.5291","url":null,"abstract":"<p>In order to shorten the optimization cycle of ship design optimization and solve the time-consuming problem of computational fluid dynamics (CFD) numerical calculation, this paper proposes a multi-precision back-propagation neural network (MP-BP) approximation technology. Fewer high-precision ship samples and more low-precision ship samples were used to construct an approximate model, back-propagation (BP) neural network was used to train multi-precision samples. So that the approximate model is as close as possible to the real model, and achieving the effect of high-precision approximation model. Subsequently, numerical verification and typical hull form verification are given. Based on CFD and Rankine theory, the multi-objective design optimization framework for ship comprehensive navigation performance is constructed. The multi-objective approximation model of KCS ship is constructed by MP-BP approximation technology, and optimized by particle swarm optimization (PSO) algorithm. The results show that the multi-objective optimization design framework using the MP-BP approximation model can capture the global optimal solution and improve the efficiency of the entire hull form design optimization. It can provide a certain degree of technical support for green ship and low-carbon shipping.</p>","PeriodicalId":50348,"journal":{"name":"International Journal for Numerical Methods in Fluids","volume":"96 8","pages":"1445-1460"},"PeriodicalIF":1.7,"publicationDate":"2024-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140836116","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
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