Flow, Turbulence and Combustion最新文献

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Effect of Low Pressure on Flame Propagation of Hydrogen-Kerosene-Air Mixture 低压对氢-煤油-空气混合气火焰传播的影响
IF 2 3区 工程技术
Flow, Turbulence and Combustion Pub Date : 2024-12-30 DOI: 10.1007/s10494-024-00630-7
Jian Liu, Yafen Wang, Lingyun Hou, Xinyan Pei
{"title":"Effect of Low Pressure on Flame Propagation of Hydrogen-Kerosene-Air Mixture","authors":"Jian Liu,&nbsp;Yafen Wang,&nbsp;Lingyun Hou,&nbsp;Xinyan Pei","doi":"10.1007/s10494-024-00630-7","DOIUrl":"10.1007/s10494-024-00630-7","url":null,"abstract":"<div><p>Hydrogen may play an important role in gas turbine engines for achieving carbon neutrality and performing high-altitude missions. Hydrogen influence on the flame speed of aviation kerosene at low pressures was investigated using a constant-volume bomb. The laminar flame speed of aviation kerosene at atmospheric pressure exhibited a linear relationship with increasing hydrogen mass fraction, with a more pronounced promoting effect under fuel-rich conditions. Hydrogen promotion effects on normalized kerosene laminar flame speed are weaker at low pressures than those at atmospheric pressures. The addition of hydrogen and low pressure suppresses flame instability of aviation kerosene especially under fuel-rich conditions, thereby reducing the promoting effect of turbulence on fuel-rich flame propagation. A scaling law that accounted for the influence of flame stability was successfully constructed to characterize the turbulent flame speed of hydrogen-rich aviation kerosene under different conditions.</p></div>","PeriodicalId":559,"journal":{"name":"Flow, Turbulence and Combustion","volume":"114 4","pages":"1297 - 1314"},"PeriodicalIF":2.0,"publicationDate":"2024-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143856643","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
Towards LES of Liquid Jet Atomization Using an Eulerian-Lagrangian Multiscale Approach 用欧拉-拉格朗日多尺度方法研究液体喷射雾化的LES
IF 2 3区 工程技术
Flow, Turbulence and Combustion Pub Date : 2024-12-23 DOI: 10.1007/s10494-024-00620-9
Elias Trautner, Josef Hasslberger, Markus Klein
{"title":"Towards LES of Liquid Jet Atomization Using an Eulerian-Lagrangian Multiscale Approach","authors":"Elias Trautner,&nbsp;Josef Hasslberger,&nbsp;Markus Klein","doi":"10.1007/s10494-024-00620-9","DOIUrl":"10.1007/s10494-024-00620-9","url":null,"abstract":"<div><p>This study is concerned with Large Eddy Simulation of liquid jet atomization using a two-way coupled Eulerian-Lagrangian multiscale approach. The proposed framework combines Volume-of-Fluid interface capturing with Lagrangian Particle Tracking. The former is used to compute the core jet and large liquid elements in the near-nozzle region, whereas the latter is used to track the large number of small droplets in the dilute downstream region of the spray. The convective and surface tension sub-grid scale terms arising in the context of two-phase flow LES are closed using suitable models, and secondary atomization is considered by employing a modified version of the Taylor Analogy Breakup model. The introduced framework is used to simulate an oil-in-air atomization as well as the Diesel-like Spray A test case of the Engine Combustion Network. Compared to previous studies based on Eulerian-Lagrangian methods, the present work stands out for the high-fidelity numerical approach, the complex test cases and the detailed comparison of the results to experimental data, which indicates a promising performance.</p></div>","PeriodicalId":559,"journal":{"name":"Flow, Turbulence and Combustion","volume":"115 Simulation and Measurements","pages":"243 - 273"},"PeriodicalIF":2.0,"publicationDate":"2024-12-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10494-024-00620-9.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144100231","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
Multi-fidelity Bayesian Optimisation of Wind Farm Wake Steering using Wake Models and Large Eddy Simulations 使用尾流模型和大涡模拟的风电场尾流转向的多保真贝叶斯优化
IF 2.4 3区 工程技术
Flow, Turbulence and Combustion Pub Date : 2024-12-23 DOI: 10.1007/s10494-024-00629-0
Andrew Mole, Sylvain Laizet
{"title":"Multi-fidelity Bayesian Optimisation of Wind Farm Wake Steering using Wake Models and Large Eddy Simulations","authors":"Andrew Mole,&nbsp;Sylvain Laizet","doi":"10.1007/s10494-024-00629-0","DOIUrl":"10.1007/s10494-024-00629-0","url":null,"abstract":"<div><p>Improving the power output from wind farms is vital in transitioning to renewable electricity generation. However, in wind farms, wind turbines often operate in the wake of other turbines, leading to a reduction in the wind speed and the resulting power output whilst also increasing fatigue. By using wake steering strategies to control the wake behind each turbine, the total wind farm power output can be increased. To find optimal yaw configurations, typically analytical wake models have been utilised to model the interactions between the wind turbines through the flow field. In this work we show that, for full wind farms, higher-fidelity computational fluid dynamics simulations, in the form of large eddy simulations, are able to find more optimal yaw configurations than analytical wake models. This is because they capture and exploit more of the physics involved in the interactions between the multiple turbine wakes and the atmospheric boundary layer. As large eddy simulations are much more expensive to run than analytical wake models, a multi-fidelity Bayesian optimisation framework is introduced. This implements a multi-fidelity surrogate model, that is able to capture the non-linear relationship between the analytical wake models and the large eddy simulations, and a multi-fidelity acquisition function to determine the configuration and fidelity of each optimisation iteration. This allows for fewer configurations to be evaluated with the more expensive large eddy simulations than a single-fidelity optimisation, whilst producing comparable optimisation results. The same total wind farm power improvements can then be found for a reduced computational cost.</p></div>","PeriodicalId":559,"journal":{"name":"Flow, Turbulence and Combustion","volume":"115 :","pages":"1209 - 1234"},"PeriodicalIF":2.4,"publicationDate":"2024-12-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10494-024-00629-0.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145236820","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
Blowout and Blowoff Limits of Confined Coaxial Ammonia/Hydrogen/Nitrogen-Air Flames with Variable Ammonia Fraction 可变氨分数的密闭同轴氨/氢/氮-空气火焰的熄灭和熄灭极限
IF 2 3区 工程技术
Flow, Turbulence and Combustion Pub Date : 2024-12-21 DOI: 10.1007/s10494-024-00624-5
Rajneesh Yadav, R. Santhosh
{"title":"Blowout and Blowoff Limits of Confined Coaxial Ammonia/Hydrogen/Nitrogen-Air Flames with Variable Ammonia Fraction","authors":"Rajneesh Yadav,&nbsp;R. Santhosh","doi":"10.1007/s10494-024-00624-5","DOIUrl":"10.1007/s10494-024-00624-5","url":null,"abstract":"<div><p>The present experimental study reports first observations of stability, blowout, and blowoff characteristics of ammonia–hydrogen–nitrogen fuel blend flames with varying volumetric ammonia fractions (<span>({x}_{{NH}_{3}})</span>) in a coaxial combustor. The <span>({x}_{{NH}_{3}})</span> is varied from 20 to 80%. For flames of ammonia fraction equal to 70% (<span>({x}_{{NH}_{3}}=0.7)</span>), three types of flame transitions are observed within fuel flow Reynolds number (<span>({Re}_{f})</span>) of 40–575 as a coflow Reynolds number (<span>({Re}_{a})</span>) is increased in steps. Initially, the coflow air remains laminar and <span>({Re}_{a})</span> is increased gradually from laminar to turbulent limit. Different flame stabilization modes are characterized as burner-attached and lifted flame. The flame extinction modes are classified as <i>lifted-blowoff</i>, <i>attached-blowoff</i> and <i>attached-blowout</i> types. These flame transitions and stabilization characteristics are shown to be similar to methane flames. However, the <i>flame height</i> and <i>liftoff height</i> are shown to be different. The flames of fuel blends with ammonia fraction less than or equal to 60% (<span>({x}_{{NH}_{3}}le 0.6)</span>) are shown to behave fundamentally different from that of flames with <span>({x}_{{NH}_{3}}&gt;0.6)</span> (and also methane flames). Specifically, within the tested <span>({Re}_{f})</span> range, only one type of flame transition is observed as <span>({Re}_{a})</span> is systematically varied in the former as compared to three types observed in the latter. Also, with a decrease in ammonia fraction (and a corresponding increase in hydrogen percentage), the <i>liftoff limit</i>, <i>reattachment limit</i>, and <i>blowout limits</i> all are observed to increase. The effect of ammonia composition on <i>flame height</i> and <i>liftoff height</i> is also elaborated. The present study also provides empirical correlations (particularly for the low power flames) for predicting <i>blowout</i> and <i>blowoff limits</i> in both lifted and attached conditions for ammonia-hydrogen–nitrogen fuel blend flames.</p></div>","PeriodicalId":559,"journal":{"name":"Flow, Turbulence and Combustion","volume":"114 2","pages":"527 - 560"},"PeriodicalIF":2.0,"publicationDate":"2024-12-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143430830","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 Effect of Different Throttle Openings on Multi-plane Analysis of In-cylinder Flow Fields in a Small-Bore Spark-Ignition Engine 不同节气门开度对小口径火花点火发动机缸内流场多平面分析的影响
IF 2 3区 工程技术
Flow, Turbulence and Combustion Pub Date : 2024-12-19 DOI: 10.1007/s10494-024-00628-1
Kartheeswaran Ayyanar, Soumyanil Nayek, T. N. C. Anand, Mayank Mittal
{"title":"The Effect of Different Throttle Openings on Multi-plane Analysis of In-cylinder Flow Fields in a Small-Bore Spark-Ignition Engine","authors":"Kartheeswaran Ayyanar,&nbsp;Soumyanil Nayek,&nbsp;T. N. C. Anand,&nbsp;Mayank Mittal","doi":"10.1007/s10494-024-00628-1","DOIUrl":"10.1007/s10494-024-00628-1","url":null,"abstract":"<div><p>To meet stringent emission norms and achieve enhanced engine performance in spark-ignition engines, in-cylinder charge motion is one of the most important factors for fuel–air mixture preparation and proper combustion. However, in small-bore spark-ignition engines, the development of tumble motion is hindered by an anticlockwise vortex located beneath the intake valve, leading to an early tumble decay during compression. Moreover, the intensity of the tumble directly depends on the intake mass flow rate, regulated by throttle valve openings. Therefore, understanding the impact of throttle openings on flow evolution in small-bore engines is essential. This study employs computational fluid dynamics (CFD) simulations, validated against experimental data of in-cylinder pressure traces and ensemble-averaged flow fields, to analyze the influence of throttle openings on flow fields. Flow evolution on multiple planes is discussed in-depth, along with the jet emanating from the intake valve curtain area, which is correlated with the formation of in-cylinder flow structures. Additionally, it is found that both intake mass flow rate and backflow intensity significantly affect the flow fields. While backflow during intake valve opening (IVO) is more pronounced under 25% throttle opening (TO) condition, it minimally impacts the flow fields on the symmetric tumble plane during the intake stroke for both the TO conditions. Conversely, backflow during intake valve closing (IVC) is more prominent under 100% TO, resulting in earlier tumble decay compared to 25% TO. Also, the effect of backflow is found to have minimal effects on the flow fields of the cross-tumble plane and offset tumble plane.</p></div>","PeriodicalId":559,"journal":{"name":"Flow, Turbulence and Combustion","volume":"114 4","pages":"1233 - 1267"},"PeriodicalIF":2.0,"publicationDate":"2024-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143856501","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
Detection of Energetic Low Dimensional Subspaces in Spatio-Temporal Space in Turbulent Pipe Flow 湍流管流时空中能量低维子空间的检测
IF 2 3区 工程技术
Flow, Turbulence and Combustion Pub Date : 2024-12-18 DOI: 10.1007/s10494-024-00600-z
Amir Shahirpour, Christoph Egbers, Jörn Sesterhenn
{"title":"Detection of Energetic Low Dimensional Subspaces in Spatio-Temporal Space in Turbulent Pipe Flow","authors":"Amir Shahirpour,&nbsp;Christoph Egbers,&nbsp;Jörn Sesterhenn","doi":"10.1007/s10494-024-00600-z","DOIUrl":"10.1007/s10494-024-00600-z","url":null,"abstract":"<div><p>Low dimensional subspaces are extracted out of highly complex turbulent pipe flow at <span>(Re_{tau }=181)</span> using a Characteristic Dynamic Mode Decomposition (CDMD). Having lower degrees of freedom, the subspaces provide a more clear basis to detect events which meet our understanding of large-scale coherent structures. To this end, a temporal sequence of state vectors from direct numerical simulations are rotated in space-time such that persistent dynamical modes on a hyper-surface are found travelling along its normal in space-time, which serves as the new time-like coordinate. The main flow features are captured with a minimal number of modes on a moving frame of reference whose velocity matches that of the most energetic scale. Reconstruction of the candidate modes in physical space gives the low rank model of the flow. The structures living in this subspace have long lifetimes, posses wide range of length-scales and travel at group velocities close to that of the moving frame of reference. The modes within this subspace are highly aligned, but are separated from the remaining modes by larger angles. We are able to capture the essential features of the flow like the spectral energy distribution and Reynolds stresses with a subspace consisting of about 10 modes. The remaining modes are collected in two further subspaces, which distinguish themselves by their axial length scale and degree of isotropy.</p></div>","PeriodicalId":559,"journal":{"name":"Flow, Turbulence and Combustion","volume":"114 Heat and Mass Transfer","pages":"1017 - 1041"},"PeriodicalIF":2.0,"publicationDate":"2024-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10494-024-00600-z.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143612018","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
Assessment of LES-ADM Accuracy for Modelling of Auto-Ignition and Flame Propagation in a Temporally-Evolving Nitrogen-Diluted Hydrogen Jet 基于LES-ADM的瞬时演化氢氮射流自燃与火焰传播模型精度评估
IF 2 3区 工程技术
Flow, Turbulence and Combustion Pub Date : 2024-12-17 DOI: 10.1007/s10494-024-00613-8
Lena Caban, Artur Tyliszczak, Bernard J. Geurts, Julian A. Domaradzki
{"title":"Assessment of LES-ADM Accuracy for Modelling of Auto-Ignition and Flame Propagation in a Temporally-Evolving Nitrogen-Diluted Hydrogen Jet","authors":"Lena Caban,&nbsp;Artur Tyliszczak,&nbsp;Bernard J. Geurts,&nbsp;Julian A. Domaradzki","doi":"10.1007/s10494-024-00613-8","DOIUrl":"10.1007/s10494-024-00613-8","url":null,"abstract":"<div><p>The aim of the research is to analyze the accuracy of the approximate deconvolution method (ADM) for large eddy simulation (LES) modelling of auto-ignition and flame propagation in a turbulent, temporally-evolving nitrogen-diluted hydrogen jet. In ADM, filtered chemical reaction terms are not modelled; instead, they are directly computed based on deconvolved scalar variables, approximately inverting the spatial LES filter. The deconvolution process employs an iterative van Cittert method based on an assumed filter function. The study assesses the dependence of ADM accuracy on various filter types, such as Gaussian and finite/compact difference filters, used both as the LES filter (<span>({mathcal {G}}_Delta)</span>) and the filter for deconvolution (<span>({mathcal {G}}_E)</span>). The results obtained with ADM are compared with those obtained from the Eulerian stochastic field (ESF) combustion model, the laminar chemistry model (LCM) - a ’no-model’ approach, and direct numerical simulation (DNS). Particular attention is given to situations in which the filter <span>({mathcal {G}}_E)</span> differs from <span>({mathcal {G}}_Delta)</span>, whose explicit form is generally unknown in LES. It is shown that LES-ADM performs similarly to the LES-ESF model and, in general yields better results than obtained with LES-LCM. However, in certain combinations of the <span>({mathcal {G}}_E)</span> and <span>({mathcal {G}}_Delta)</span> filters, the results of simulations are worse than those using LES-LCM and sometimes even unstable. The reasons for such behaviour of the ADM method are identified, explained in 1D <i>a priori</i> tests, and then confirmed in 3D LES. It is shown that when the filter <span>({mathcal {G}}_E)</span> is of a higher order than <span>({mathcal {G}}_Delta)</span> (<span>({mathcal {O}}{({mathcal {G}}_E)}&gt;{mathcal {O}}({mathcal {G}}_Delta ))</span>) or it has a transfer function close to one over a wide range of wave numbers, the energy at small scales of the deconvolved variables is attenuated. Conversely, if the opposite situation takes place (<span>({mathcal {O}}{({mathcal {G}}_E)}&lt;{mathcal {O}}({mathcal {G}}_Delta ))</span>), the small scale’s energy is amplified. Moreover, in this case, the apparent improvement in deconvolution accuracy by increasing the number of van Cittert iterations actually worsens the results and can lead to instability.</p></div>","PeriodicalId":559,"journal":{"name":"Flow, Turbulence and Combustion","volume":"115 Simulation and Measurements","pages":"303 - 345"},"PeriodicalIF":2.0,"publicationDate":"2024-12-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144100227","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
Numerical and Experimental Study on the Deflagration Characteristics of Premixed CO in a Tube with Obstacles 预混一氧化碳在有障碍物管内爆燃特性的数值与实验研究
IF 2 3区 工程技术
Flow, Turbulence and Combustion Pub Date : 2024-12-17 DOI: 10.1007/s10494-024-00627-2
Qingqing Chen, Teng Li, Yao Wang, Xiaolin Wei, Liang Zhang
{"title":"Numerical and Experimental Study on the Deflagration Characteristics of Premixed CO in a Tube with Obstacles","authors":"Qingqing Chen,&nbsp;Teng Li,&nbsp;Yao Wang,&nbsp;Xiaolin Wei,&nbsp;Liang Zhang","doi":"10.1007/s10494-024-00627-2","DOIUrl":"10.1007/s10494-024-00627-2","url":null,"abstract":"<div><p>As the main by-product of converter steelmaking process, converter gas has significant potential for energy recovery due to its high calorific value. However, there is a significant risk of explosion during the recycling process. In order to ensure the process safety of converter gas recovery and achieve efficient energy utilization, it is necessary to study the process of CO deflagration in the tube and prevent it. This article combines experiments and numerical simulations to study the effects of obstacles inside tube, water content in the air, and the length of the smooth section on CO deflagration characteristics. The results show that the propagation characteristics of flames in the smooth section are related to the flow field and have periodicity. The length of the smooth section does not significantly affect the maximum deflagration pressure. During the propagation of flames in the obstacle section, the acceleration effect of each obstacle on the flame is similar, and the deflagration becomes more and more intense as the number of obstacles increases. The peak value is reached at the last obstacle, about 0.72 MPa, and the flame speed can reach 672 m/s. The water content in the air has a significant impact on the maximum deflagration pressure of CO, as H<sub>2</sub>O triggers a series of chain branching reactions. When the water content increases to 0.39%, the maximum deflagration pressure reaches its peak. In terms of numerical simulation, the reliability of the open-source combustion solver XiFoam was verified. The combustion, transport, and thermodynamic property parameters for premixed gas of CO and humid air were provided using Cantera. Finally, in order to avoid the occurrence of deflagration during the converter gas recovery process, it is necessary to strictly control its moisture content.</p></div>","PeriodicalId":559,"journal":{"name":"Flow, Turbulence and Combustion","volume":"114 2","pages":"561 - 583"},"PeriodicalIF":2.0,"publicationDate":"2024-12-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143430840","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
Multi-agent Reinforcement Learning for the Control of Three-Dimensional Rayleigh–Bénard Convection 基于多智能体强化学习的三维rayleigh - b<s:1>对流控制
IF 2.4 3区 工程技术
Flow, Turbulence and Combustion Pub Date : 2024-12-14 DOI: 10.1007/s10494-024-00619-2
Joel Vasanth, Jean Rabault, Francisco Alcántara-Ávila, Mikael Mortensen, Ricardo Vinuesa
{"title":"Multi-agent Reinforcement Learning for the Control of Three-Dimensional Rayleigh–Bénard Convection","authors":"Joel Vasanth,&nbsp;Jean Rabault,&nbsp;Francisco Alcántara-Ávila,&nbsp;Mikael Mortensen,&nbsp;Ricardo Vinuesa","doi":"10.1007/s10494-024-00619-2","DOIUrl":"10.1007/s10494-024-00619-2","url":null,"abstract":"<div><p>Deep reinforcement learning (DRL) has found application in numerous use-cases pertaining to flow control. Multi-agent RL (MARL), a variant of DRL, has shown to be more effective than single-agent RL in controlling flows exhibiting locality and translational invariance. We present, for the first time, an implementation of MARL-based control of three-dimensional Rayleigh–Bénard convection (RBC). Control is executed by modifying the temperature distribution along the bottom wall divided into multiple control segments, each of which acts as an independent agent. Two regimes of RBC are considered at Rayleigh numbers <span>(textrm{Ra}=500)</span> and 750. Evaluation of the learned control policy reveals a reduction in convection intensity by <span>(23.5%)</span> and <span>(8.7%)</span> at <span>(textrm{Ra}=500)</span> and 750, respectively. The MARL controller converts irregularly shaped convective patterns to regular straight rolls with lower convection that resemble flow in a relatively more stable regime. We draw comparisons with proportional control at both <span>(textrm{Ra})</span> and show that MARL is able to outperform the proportional controller. The learned control strategy is complex, featuring different non-linear segment-wise actuator delays and actuation magnitudes. We also perform successful evaluations on a larger domain than used for training, demonstrating that the invariant property of MARL allows direct transfer of the learnt policy.</p></div>","PeriodicalId":559,"journal":{"name":"Flow, Turbulence and Combustion","volume":"115 :","pages":"1319 - 1355"},"PeriodicalIF":2.4,"publicationDate":"2024-12-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10494-024-00619-2.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145236874","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
Data-Driven Algebraic Models Tuned with a Vast Experimental Database of Separated Flows 数据驱动的代数模型与分离流的巨大实验数据库调谐
IF 2.4 3区 工程技术
Flow, Turbulence and Combustion Pub Date : 2024-12-14 DOI: 10.1007/s10494-024-00625-4
Andrea Carlucci, Daniele Petronio, Matteo Dellacasagrande, Daniele Simoni, Francesca Satta
{"title":"Data-Driven Algebraic Models Tuned with a Vast Experimental Database of Separated Flows","authors":"Andrea Carlucci,&nbsp;Daniele Petronio,&nbsp;Matteo Dellacasagrande,&nbsp;Daniele Simoni,&nbsp;Francesca Satta","doi":"10.1007/s10494-024-00625-4","DOIUrl":"10.1007/s10494-024-00625-4","url":null,"abstract":"<div><p>This work provides an extended experimental database characterizing the transition process induced by flow separation on a flat plate with variable adverse pressure gradient. The current database has been used to tune data-driven turbulence models for laminar separation bubbles. The database collects the 2D components of the Reynolds stress tensor for 87 flow cases characterized by different flow Reynolds numbers, freestream turbulence intensities and adverse pressure gradients. The ranges of variation of parameters (15 k<span>(le)</span>Re<span>(le)</span>80 k, 1.5%<span>(le)</span>Tu<span>(le)</span>3.5%, <span>(-)</span>0.41<span>(le)</span>AP<span>(le)</span> <span>(-)</span>0.18) covers a wide area of internal flow conditions characterizing turbomachinery operation. Within this range bursting process occurs, with the consequent formation of separation bubbles of both short and long types. Sparse Bayesian Learning has been exploited to tune two models of the Reynolds stress tensor for short and long bubbles. The models have been formulated in terms of the invariants of the strain and rotation tensors with the addition of different physical-based flow features to account for the strong anisotropy that can be observed in the transitional region. The capability of the tuned relations in reproducing the anisotropy tensor along the separated shear layer is here shown by predicting flow cases that did not participate in the tuning process. The accuracy of the present model is compared with previous models available in the literature. The paper aims at providing a thorough database for future researches in the field and to improve turbulence models and RANS capabilities in the simulation of separated flows. Data presented in the paper can be downloaded at: https://github.com/danielepetronio/LSB_unige_data.</p></div>","PeriodicalId":559,"journal":{"name":"Flow, Turbulence and Combustion","volume":"115 :","pages":"1031 - 1058"},"PeriodicalIF":2.4,"publicationDate":"2024-12-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145236876","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
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