Fast flow field prediction over airfoils using deep learning approach (English)
- New search for: Sekar, Vinothkumar
- New search for: Jiang, Qinghua
- New search for: Shu, Chang
- New search for: Khoo, Boo Cheong
- New search for: 姜清华
- New search for: 舒昌
- New search for: Sekar, Vinothkumar
- New search for: Jiang, Qinghua
- New search for: 姜清华
- New search for: Shu, Chang
- New search for: 舒昌
- New search for: Khoo, Boo Cheong
In:
Physics of Fluids
;
31
, 5
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14
;
2019
- Article (Journal) / Electronic Resource
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Title:Fast flow field prediction over airfoils using deep learning approach
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Additional title:Sekar et al.
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Contributors:Sekar, Vinothkumar ( author ) / Jiang, Qinghua ( author ) / 姜清华 ( author ) / Shu, Chang ( author ) / 舒昌 ( author ) / Khoo, Boo Cheong ( author )
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Published in:Physics of Fluids ; 31, 5 ; 14
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Publisher:
- New search for: AIP Publishing LLC
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Publication date:2019-05-01
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Size:14 pages
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ISSN:
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DOI:
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Type of media:Article (Journal)
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Type of material:Electronic Resource
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Language:English
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Keywords:
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Source:
Table of contents – Volume 31, Issue 5
The tables of contents are generated automatically and are based on the data records of the individual contributions available in the index of the TIB portal. The display of the Tables of Contents may therefore be incomplete.
- 955
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Deformation of a free surface as a result of vortical flowsTryggvason, Gre´tar et al. | 1988
- 958
-
Streak‐line motion during steady and unsteady axisymmetric vortex breakdownNeitzel, G. P. et al. | 1988
- 960
-
The nonlinear counterstreaming‐beam wakefield acceleratorYan, Yiton T. et al. | 1988
- 965
-
Anomalous diffusion in heterogeneous porous mediaKoch, Donald L. / Brady, John F. et al. | 1988
- 974
-
Joukovskii’s model for a rising bubbleVanden‐Broeck, Jean‐Marc et al. | 1988
- 978
-
The calculation of some Batchelor flows: The Sadovskii vortex and rotational corner flowMoore, D. W. / Saffman, P. G. / Tanveer, S. et al. | 1988
- 991
-
Nonlinear vortex trail dynamicsLim, Chjan C. / Sirovich, Lawrence et al. | 1988
- 999
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The absolute and convective nature of instability in two‐dimensional wakes at low Reynolds numbersMonkewitz, Peter A. et al. | 1988
- 1007
-
The Rayleigh–Taylor instability in ablatively accelerated targets with 1, 1/2 , and 1/4 μm laser lightEmery, Mark H. / Dahlburg, Jill P. / Gardner, John H. et al. | 1988
- 1017
-
Experimental and numerical study of a turbulent free square jetQuinn, W. R. / Militzer, J. et al. | 1988
- 1026
-
The fluctuating wall‐shear stress and the velocity field in the viscous sublayerAlfredsson, P. Henrik / Johansson, Arne V. / Haritonidis, Joseph H. / Eckelmann, Helmut et al. | 1988
- 1034
-
A direct interaction approximation treatment of turbulence in a compressible fluid. I. FormalismHartke, Gregory J. / Canuto, V. M. / Alonso, Carol T. et al. | 1988
- 1051
-
The thermophoretic force in the Knudsen regime near a wallWilliams, M. M. R. et al. | 1988
- 1058
-
Compressible rotational flows generated by the substitution principleAzara, J. L. Rodriguez / Emanuel, George et al. | 1988
- 1064
-
Structure of shock waves in relativistic simple gasesCercignani, C. / Majorana, A. et al. | 1988
- 1069
-
Nonlinear focusing and the Kelvin–Helmholtz instability in ferrofluid/nonmagnetic fluid systemsMalik, S. K. / Singh, M. et al. | 1988
- 1074
-
The dynamic sheath: Objects coupling to plasmas on electron‐plasma‐frequency time scalesBorovsky, Joseph E. et al. | 1988
- 1101
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Simulations of electrically polarized gravitational condensations in a grain plasmaGisler, G. R. / Wollman, E. R. et al. | 1988
- 1105
-
Dependence of heat pulse propagation on transport mechanisms: Consequences of nonconstant transport coefficientsGentle, K. W. et al. | 1988
- 1111
-
Saturation induction and radiation in wave‐driven plasmasRax, Jean M. et al. | 1988
- 1123
-
Dispersion relations for the lower hybrid frequency rangeCho, Suwon / Swanson, D. G. et al. | 1988
- 1130
-
Linear mode conversion of an electrostatic wave at the upper‐hybrid frequencyRandriamboarison, O. / Braun, F. / Leclert, G. et al. | 1988
- 1133
-
Resistive evolution of plasmas with imperfect magnetic surfacesMiller, Guthrie et al. | 1988
- 1142
-
Self‐organization in three‐dimensional compressible magnetohydrodynamic flowHoriuchi, Ritoku / Sato, Tetsuya et al. | 1988
- 1153
-
Energy confinement in turbulent fluid plasmasBhattacharjee, A. / Hameiri, Eliezer et al. | 1988
- 1166
-
Nonlinear dynamics of tearing modes in the reversed field pinchHolmes, J. A. / Carreras, B. A. / Diamond, P. H. / Lynch, V. E. et al. | 1988
- 1180
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Momentum and thermal transport in neutral‐beam‐heated tokamaksMattor, N. / Diamond, P. H. et al. | 1988
- 1190
-
Two‐ and three‐dimensional tokamak equilibrium modifications driven by the localized ponderomotive force of applied radio frequency wavesMyra, J. R. et al. | 1988
- 1202
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Nonlinear evolution of the internal kink mode in toroidal geometry for shaped tokamak plasmasHolmes, J. A. / Carreras, B. A. / Charlton, L. A. / Lynch, V. E. / Hastie, R. J. / Hender, T. C. et al. | 1988
- 1217
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Stability of low‐shear tokamaksWaelbroeck, F. L. / Hazeltine, R. D. et al. | 1988
- 1224
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A radio frequency current drive model and its comparison with experimentsYoshioka, K. / Okazaki, T. / Leuterer, F. / Fujisawa, N. et al. | 1988
- 1237
-
Ion confinement in a simple mirror stabilized by surface line tyingGood, Timothy N. / Thompson, Harold R. / Rynn, Nathan et al. | 1988
- 1244
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Poloidal ion motion during formation of toroidal high beta plasmasAntoniades, J. A. / Goldenbaum, G. C. / Weber, B. V. et al. | 1988
- 1273
-
Beam–plasma dispersion relations by Lorentz transformationMcKinstrie, C. J. et al. | 1988
- 1277
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Enhancement of limiting current of charged particle beams by ponderomotive energyGrebogi, Celso / Uhm, Han S. et al. | 1988
- 1280
-
Free‐electron laser–electrostatic electron cyclotron resonance maser hybridsShenggang, Liu / Zhengbiao, Ouyang et al. | 1988
- 1286
-
Deep‐water gravity wave instabilities at large steepnessKharif, Christian / Ramamonjiarisoa, Alfred et al. | 1988
- 1288
-
Energy transport equations for toroidal plasmasShaing, K. C. / Nakamura, Y. / Wakatani, M. et al. | 1988
- 1291
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Stability of the thermodynamic equilibrium: A test of the validity of dynamic models as applied to gyroviscous perpendicular magnetohydrodynamicsFaghihi, Mustafa / Scheffel, Jan / Spies, Gu¨nther O. et al. | 1988
- 1293
-
Magnetic field line ergodicity in the edge plasma due to an ion‐Bernstein wave antennaMyra, J. R. et al. | 1988
- 1296
-
The high‐frequency nonlinear plasma instabilityNambu, Mitsuhiro et al. | 1988
- 1297
-
Ponderomotive force at the onset of chaosKono, Mitsuo / Iwano, Ryuichiro et al. | 1988
- 1300
-
Particle acceleration by electrostatic waves traveling perpendicular to nonuniform magnetic fieldsRath, Sharadini / Kaw, P. K. et al. | 1988
- 1303
-
Scaling laws for a self‐generated axial magnetic field in laser‐produced plasmaChakraborty, B. / Khan, Manoranjan / Bhattacharyya, B. / Deb, Sukanta / Pant, H. C. et al. | 1988
-
A numerical study on bubble dynamics in sinusoidal channelsPatel, Tejas / Patel, Darshan / Thakkar, Nihar / Lakdawala, Absar et al. | 2019
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Experimental investigation of drag characteristics of ventilated supercavitating vehicles with different body shapesJiang, Yunhua / Jeong, So-Won / Ahn, Byoung-Kwon / Kim, Hyoung-Tae / Jung, Young-Rae et al. | 2019
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Effect of heat transfer coefficient, draw ratio, and die exit temperature on the production of flat polypropylene membranesBarborik, Tomas / Zatloukal, Martin et al. | 2019
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Ceiling effects on the aerodynamics of a flapping wing at hovering conditionMeng, Xueguang / 孟雪广 et al. | 2019
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The influence of dipolar particle interactions on the magnetization and the rotational viscosity of ferrofluidsRosa, A. P. / Cunha, F. R. et al. | 2019
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Flow-induced vibration of a flexible triangular cable at low Reynolds numbersZhu, H. B. / Ping, H. / Wang, R. / Bao, Y. / Zhou, D. / Han, Z. L. / 朱宏博 / 平焕 / 王锐 / 包艳 et al. | 2019
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Numerical investigation of planar shock wave impinging on spherical gas bubble with different densitiesZhu, Yuejin / Yang, Zhiwei / Luo, Kai Hong / Pan, Jianfeng / Pan, Zhenhua / 朱跃进 / 杨志伟 / 罗开红 / 潘剑锋 / 潘振华 et al. | 2019
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On the suppression and distortion of non-equilibrium fluctuations by transpirationLadiges, Daniel R. / Nonaka, Andrew J. / Bell, John B. / Garcia, Alejandro L. et al. | 2019
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Thin reaction zones in constant-density turbulent flows at low Damköhler numbers: Theory and simulationsSabelnikov, V. A. / Yu, R. / Lipatnikov, A. N. et al. | 2019
-
On the circulation prediction of shock-accelerated elliptical heavy gas cylindersLi, Dongdong / Wang, Ge / Guan, Ben et al. | 2019
-
Time-of-flight of solitary waves in dry and wet chains of beads: Experimental results and phenomenological modelsLabbé, Raúl / Vergara, Lautaro / Olivares, Ignacio et al. | 2019
-
Hydrodynamics of a weakly curved channelAli, Sk Zeeshan / Dey, Subhasish et al. | 2019
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Electric field mediated squeezing to bending transitions of interfacial instabilities for digitization and mixing of two-phase microflowsChaudhuri, Joydip / Mandal, Tapas Kumar / Bandyopadhyay, Dipankar et al. | 2019
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On the role of vortical structures in aerodynamic performance of a hovering mosquitoZhang, Jun-duo / Huang, Wei-Xi / 张钧铎 / 黄伟希 et al. | 2019
-
Numerical simulation of the interaction of two shear layers in double backward-facing stepsDeng, Fang / Han, Guilai / Liu, Meikuan / Ding, Jue / Weng, Peifen / Jiang, Zonglin / 邓放 / 韩桂来 / 刘美宽 / 丁珏 et al. | 2019
-
Numerical study of the material transport in the viscous vortex dipole flowXu, Ling / 徐玲 et al. | 2019
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Investigation of supersonic turbulent flows over a sphere by fully resolved direct numerical simulationMao, Chaoli / Jin, Tai / Luo, Kun / Fan, Jianren / 毛超利 / 金台 / 罗坤 / 樊建人 et al. | 2019
-
Geometric optimization of riblet-textured surfaces for drag reduction in laminar boundary layer flowsRaayai-Ardakani, Shabnam / McKinley, Gareth H. et al. | 2019
-
Rotational instabilities in microchannel flowsSengupta, Saunak / Ghosh, Sukhendu / Saha, Sandeep / Chakraborty, Suman et al. | 2019
-
Counterflow and wall stagnation flow with three-dimensional strainSirignano, William A. et al. | 2019
-
Pumping flow model in a microchannel with propagative rhythmic membrane contractionAboelkassem, Yasser et al. | 2019
-
Numerical investigation of piston-modal wave resonance in the narrow gap formed by a box in front of a wallJiang, Sheng-chao / Bai, Wei / Tang, Guoqiang / 姜胜超 / 柏威 / 唐国强 et al. | 2019
-
Evolution of wave pulses in fully nonlinear shallow-water theoryIvanov, S. K. / Kamchatnov, A. M. et al. | 2019
-
Fast flow field prediction over airfoils using deep learning approachSekar, Vinothkumar / Jiang, Qinghua / Shu, Chang / Khoo, Boo Cheong / 姜清华 / 舒昌 et al. | 2019
-
On the optimal morphology and performance of a modeled dragonfly airfoil in gliding modeAnsari, Mohd Imran / Siddique, Mohammed Hamid / Samad, Abdus / Anwer, Syed Fahad et al. | 2019
-
Numerical investigation of highly unsteady accelerated/decelerated flows for blunt bodies experiencing impulsive motionSeo, Dong-Ho / Lee, Duck-Joo / 서동호 / 이덕주 et al. | 2019
-
Bouncing of a projectile impacting a dense potato-starch suspension layerEgawa, Kazuya / Katsuragi, Hiroaki et al. | 2019
-
Shear-induced particle migration and size segregation in bidisperse suspension flowing through symmetric T-shaped channelReddy, M. Mallikarjuna / Singh, Anugrah et al. | 2019
-
Dynamic mode decomposition with exogenous input for data-driven modeling of unsteady flowsKou, Jiaqing / Zhang, Weiwei / 寇家庆 / 张伟伟 et al. | 2019
-
Retarded hydrodynamic interaction between two spheres immersed in a viscous incompressible fluidFelderhof, B. U. et al. | 2019
-
Damped interfacial oscillation of a particle-embedded viscous dropLiu, Bo / Sumanasekara, Udugama R. / Bhattacharya, Sukalyan et al. | 2019
-
Azimuthal organization of large-scale motions in a turbulent minimal pipe flowHan, Juhyung / Hwang, Jinyul / Yoon, Min / Ahn, Junsun / Sung, Hyung Jin / 한주형 / 황진율 / 윤민 / 안준선 / 성형진 et al. | 2019
-
Kinetic modeling of unsteady hypersonic flows over a tick geometryTumuklu, Ozgur / Levin, Deborah A. / Theofilis, Vassilis et al. | 2019
-
On the relevance of kinematics for cavitation implosion loadsSchenke, S. / Melissaris, T. / van Terwisga, T. J. C. et al. | 2019
-
Evaluation of oil production potential in fractured porous mediaLi, Haibo / Guo, Hekun / Yang, Zhengming / Ren, Hongmei / Meng, Lixin / Lu, Haibing / Xu, Hongcheng / Sun, Yuping / Gao, Tiening / Zhang, Hewen et al. | 2019
-
Characteristics of swirling and precessing flows generated by multiple confined jetsLong, Shen / Lau, Timothy C. W. / Chinnici, Alfonso / Tian, Zhao Feng / Dally, Bassam B. / Nathan, Graham J. et al. | 2019
-
Wall-attached clusters for the logarithmic velocity law in turbulent pipe flowHwang, Jinyul / Sung, Hyung Jin / 황진율 / 성형진 et al. | 2019
-
Control of circular cylinder flow via bilateral splitter platesGao, Donglai / Huang, Yewei / Chen, Wen-Li / Chen, Guanbin / Li, Hui et al. | 2019
-
Hydrodynamic interaction for rigid dumbbell suspensions in steady shear flowPiette, Jourdain H. / Saengow, Chaimongkol / Giacomin, A. Jeffrey et al. | 2019
-
Empirical scaling analysis of supersonic jet control using steady fluidic injectionArun Kumar, P. / Aravindh Kumar, S. M. / Surya Mitra, A. / Rathakrishnan, E. et al. | 2019
-
A direct numerical simulation study of the influence of flame-generated vorticity on reaction-zone-surface area in weakly turbulent premixed combustionLipatnikov, A. N. / Sabelnikov, V. A. / Nishiki, S. / Hasegawa, T. et al. | 2019
-
Effect of near-wake jet on the lock-in of a freely vibrating square cylinderNarendran, K. / Jaiman, R. K. et al. | 2019
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Resolving vortex-induced pressure fluctuations on a cylinder in rotor wake using fast-responding pressure-sensitive paintJiao, Lingrui / Chen, Yujia / Wen, Xin / Peng, Di / Liu, Yingzheng / Gregory, James W. / 焦灵睿 / 陈宇佳 / 温新 / 彭迪 et al. | 2019
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Suspended particle motion close to the surface of rotating cylindrical filtering membraneZheng, Jiajia / Cai, Jiancheng / Wang, Dongyun / E, Shiju / Mochalin, Ievgen / 郑佳佳 / 蔡建程 / 王冬云 / 鄂世举 et al. | 2019
-
Dynamics and statistics of reorientations of large-scale circulation in turbulent rotating Rayleigh-Bénard convectionVishnu, Venugopal T / De, Arnab Kumar / Mishra, Pankaj Kumar et al. | 2019
-
Experimental verification of anomalous surface tension temperature dependence at the interface between coexisting liquid-gas phases in magnetic and Stockmayer fluidsIvanov, Aleksey S. et al. | 2019
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Numerical study of natural convection in a differentially heated square cavity filled with nanofluid in the presence of fins attached to walls in different locationsBendaraa, A. / Charafi, M. M. / Hasnaoui, A. et al. | 2019
-
Comparison of aerodynamic models for two-dimensional pitching foils with experimental dataFernandez-Feria, R. / Sanmiguel-Rojas, E. et al. | 2019
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Image processing for bubble morphology characteristics in diluted bubble swarmsLaupsien, D. / Le Men, C. / Cockx, A. / Liné, A. et al. | 2019
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Non-monotonic viscous dissipation of bouncing droplets undergoing off-center collisionHe, Chengming / Xia, Xi / Zhang, Peng / 何成明 / 夏溪 / 张鹏 et al. | 2019
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Linear stability analysis of a surfactant-laden shear-imposed falling filmBhat, Farooq Ahmad / Samanta, Arghya et al. | 2019
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The drag reduction performance of low Reynolds number pulsating flow in flexible rectangular channelsHuang, Qi / Si, Chao / Zhao, Chuang-Yao / Zhong, Ying-Jie / Deng, Kai / Hu, Yan-Jun / 黄其 / 斯超 / 赵创要 / 钟英杰 et al. | 2019
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Numerical study of the landslide tsunami in the South China Sea using Herschel-Bulkley rheological theoryRen, Zhiyuan / Zhao, Xi / Liu, Hua / 任智源 / 赵曦 / 刘桦 et al. | 2019
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Separation induced low-frequency unsteadiness in a supersonic combustor with single-side expansionChen, Chongpei / Gao, Tianyun / Liang, Jianhan / 陈崇沛 / 高天运 / 梁剑寒 et al. | 2019
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Numerical investigation of the flow characteristics of underexpanded methane jetsBanholzer, M. / Vera-Tudela, W. / Traxinger, C. / Pfitzner, M. / Wright, Y. / Boulouchos, K. et al. | 2019
-
Cavitation and ventilation modalities during ditchingIafrati, A. / Grizzi, S. et al. | 2019
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Deformation and rupture of compound cells under shear: A discrete multiphysics studyRahmat, Amin / Barigou, Mostafa / Alexiadis, Alessio et al. | 2019
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On the role of rarefaction/compression waves in Richtmyer-Meshkov instability with reshockLi, Haifeng / He, Zhiwei / Zhang, Yousheng / Tian, Baolin / 李海锋 / 何志伟 / 张又升 / 田保林 et al. | 2019
-
Shape oscillation of a sessile drop under the effect of high frequency amplitude-modulated magnetic fieldZhu, Hong-da / Lei, Zuo-sheng / Zhang, Li-jie / Guo, Jia-hong et al. | 2019
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Convection pattern formation in a domain with a horizontal interfaceHolzbecher, Ekkehard et al. | 2019
-
Taylor-Couette flow of shear-thinning fluidsCagney, N. / Balabani, S. et al. | 2019
-
Effect of pressure-dilatation on energy spectrum evolution in compressible turbulencePraturi, Divya Sri / Girimaji, Sharath S. et al. | 2019
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Publisher’s Note: “An experimental study on the effect of swirl number on pollutant formation in propane bluff-body stabilized swirl diffusion flames” [Phys. Fluids 31, 055105 (2019)]Jalalatian, Nafiseh / Tabejamaat, Sadegh / Kashir, Babak / EidiAttarZadeh, Masoud et al. | 2019
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Turbulence energetics in an axisymmetric impinging jet flowShekhar, Chandra / Nishino, Koichi et al. | 2019
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Experimental investigation of the impact and freezing processes of a hot water droplet on an ice surfaceJu, Jiajun / Yang, Zhigang / Yi, Xian / Jin, Zheyan / 鞠嘉俊 / 杨志刚 / 易贤 / 金哲岩 et al. | 2019
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Response modes of erythrocytes in high-frequency oscillatory shear flowsZhu, Qiang / Asaro, Robert J. / 朱强 et al. | 2019
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Destruction-of-dissipation and time-scales in wall turbulenceGerolymos, G. A. / Vallet, I. et al. | 2019
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An experimental study on the effect of swirl number on pollutant formation in propane bluff-body stabilized swirl diffusion flamesJalalatian, Nafiseh / Tabejamaat, Sadegh / Kashir, Babak / EidiAttarZadeh, Masoud et al. | 2019
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Dispersion due to combined pressure-driven and electro-osmotic flows in a channel surrounded by a permeable porous mediumKou, Zuhao / Dejam, Morteza et al. | 2019