The DOI matches its Crossref record.
Particle-Imaging Techniques for Experimental Fluid Mechanics
Abstract
The field of fluid mechanics is rapidly advancing, driven by unprecedented volumes of data from experiments, field measurements, and large-scale simulations at multiple spatiotemporal scales. Machine learning (ML) offers a wealth of techniques to extract ...Read More
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“For the verification of the oil-painting-based flow visualizations we used the method of particle image velocimetry (PIV) [26].”
From Diving-Flight Aerodynamics of a Peregrine Falcon (Falco peregrinus) (2014) · cites this paper as [26]
Citations
Cited by
Sorted by citations
Items 901–1,000 of 1,000
Particle-Image Velocimetry Measurements of Film Cooling in an Adverse Pressure Gradient Flow
Jessen, W., Konopka, M., & Schröeder, W. (2011) · Journal of Turbomachinery · doi:10.1115/1.4003175 · Cited by 30
Manipulation of a jet in a cross flow
Gogineni, S., Goss, L., & Roquemore, M. (1998) · Experimental Thermal and Fluid Science · doi:10.1016/s0894-1777(97)10028-0 · Cited by 30
Transient Behavior of Gas Entrainment Caused by Surface Vortex
Ezure, T., Kimura, N., Hayashi, K., et al. (2008) · Heat Transfer Engineering · doi:10.1080/01457630801980574 · Cited by 30
Direct measurement of circulation using ultrasound
Johari, H., & Durgin, W. W. (1998) · Experiments in Fluids · doi:10.1007/s003480050250 · Cited by 30
Brizzi, S., Funiciello, F., Corbi, F., et al. (2016) · Tectonophysics · doi:10.1016/j.tecto.2016.04.021 · Cited by 30
Contributions of Particle Image Velocimetry to Helicopter Aerodynamics
Raffel, M., Bauknecht, A., Ramasamy, M., et al. (2017) · AIAA Journal · doi:10.2514/1.j055571 · Cited by 30
Kimura, N., Hayashi, K., Kamide, H., et al. (2005) · Nuclear Technology · doi:10.13182/nt05-a3671 · Cited by 30
Gas-assisted displacement of viscoelastic fluids: flow dynamics at the bubble front
Gauri, V., & Koelling, K. W. (1999) · Journal of Non-Newtonian Fluid Mechanics · doi:10.1016/s0377-0257(98)00071-8 · Cited by 30
Park, C., & Lee, S. J. (2002) · Journal of Wind Engineering and Industrial Aerodynamics · doi:10.1016/s0167-6105(02)00343-4 · Cited by 30
Experiments on Flood-Wave Propagation in Compound Channel
Lai, C. F., Liu, C., & Lin, Y.-Z. (2000) · Journal of Hydraulic Engineering · doi:10.1061/(asce)0733-9429(2000)126:7(492 · Cited by 30
Particle tracking velocimetry beneath water waves. Part I: visualization and tracking algorithms
Hering, F., Leue, C., Wierzimok, D., et al. (1997) · Experiments in Fluids · doi:10.1007/s003480050137 · Cited by 30
On the structure of a heated supersonic jet
Wishart, D., & Krothapalli, A. (1994) · 32nd Aerospace Sciences Meeting and Exhibit · doi:10.2514/6.1994-666 · Cited by 30
Collisions in Particle-Laden Gas Flows
Varaksin, A. Y. (2013) · doi:10.1615/978-1-56700-307-9.0 · Cited by 29
Wang, Y., Wu, P., Huang, L., et al. (2025) · Energy · doi:10.1016/j.energy.2025.134977 · Cited by 29
Local Measurement Techniques for Multiphase Flows
Schlüter, M. (2011) · Chemie Ingenieur Technik · doi:10.1002/cite.201100039 · Cited by 29
An improved swirling-strength criterion for identifying spanwise vortices in wall turbulence
Chen, Q., Zhong, Q., Xingkui, W., et al. (2014) · Journal of Turbulence · doi:10.1080/14685248.2014.881488 · Cited by 29
Particle tracers and image analysis for surface flow observations
Tauro, F. (2015) · Wiley Interdisciplinary Reviews Water · doi:10.1002/wat2.1116 · Cited by 29
Jamison, R. A., Dubsky, S., Siu, K. K. W., et al. (2011) · Annals of Biomedical Engineering · doi:10.1007/s10439-011-0260-2 · Cited by 29
Zhang, W., He, Z., & Jiang, H. (2017) · Deep Sea Research Part I Oceanographic Research Papers · doi:10.1016/j.dsr.2017.10.006 · Cited by 29
Golshan, S., Esgandari, B., Zarghami, R., et al. (2020) · Powder Technology · doi:10.1016/j.powtec.2020.06.093 · Cited by 29
Fiber Tracking Velocimetry for Two-Point Statistics of Turbulence
Brizzolara, S., Rosti, M. E., Olivieri, S., et al. (2021) · Physical Review X · doi:10.1103/physrevx.11.031060 · Cited by 29
Yataghene, M., Fayolle, F., & Jack, L. (2011) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2011.05.011 · Cited by 29
Wavelet-based image denoising in (digital) particle image velocimetry
Weng, W., Fan, W. C., Liao, G. X., et al. (2001) · Signal Processing · doi:10.1016/s0165-1684(01)00047-0 · Cited by 29
A new method for decomposition of high speed particle image velocimetry data
Gopalan, B., & Shaffer, F. (2011) · Powder Technology · doi:10.1016/j.powtec.2011.09.001 · Cited by 29
High-performance holographic technologies for fluid-dynamics experiments
Orlov, S. S., Abarzhi, S. I., Oh, S. B., et al. (2010) · Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences · doi:10.1098/rsta.2009.0285 · Cited by 29
PIV as a method for quantifying root cell growth and particle displacement in confocal images
Bengough, A. G., Hans, J., Bransby, M. F., et al. (2009) · Microscopy Research and Technique · doi:10.1002/jemt.20749 · Cited by 29
O’Sullivan, J., Ferrua, M. J., Love, R. J., et al. (2014) · Journal of Food Engineering · doi:10.1016/j.jfoodeng.2014.06.041 · Cited by 29
In Vitro Study of Near-Wall Flow in a Cerebral Aneurysm Model with and without Coils
Goubergrits, L., Thamsen, B., Berthe, A., et al. (2010) · American Journal of Neuroradiology · doi:10.3174/ajnr.a2121 · Cited by 29
Bolognesi, M., Farina, G., Alvisi, S., et al. (2016) · Geomatics Natural Hazards and Risk · doi:10.1080/19475705.2016.1184717 · Cited by 29
Fluidization and wall slip of soft glassy materials by controlled surface roughness
Derzsi, L., Filippi, D., Mistura, G., et al. (2017) · Physical review. E · doi:10.1103/physreve.95.052602 · Cited by 29
A quantitative study of the flow around an impulsively started circular cylinder
Chu, C., & Liao, Y.-Y. (1992) · Experiments in Fluids · doi:10.1007/bf00218160 · Cited by 29
A Two-Phase Cinematic PIV Method for Bubbly Flows
Oakley, T. R., Loth, E., & Adrian, R. J. (1997) · Journal of Fluids Engineering · doi:10.1115/1.2819302 · Cited by 29
Self-citationLDA and PIV velocity measurements in free jets
Cenedese, A., Doglia, G., Romano, G. P., et al. (1994) · Experimental Thermal and Fluid Science · doi:10.1016/0894-1777(94)90105-8 · Cited by 29
Simultaneous scaler/velocity field measurements in turbulent gas-phase flows
Frank, J. H., Lyons, K. M., & Long, M. B. (1996) · Combustion and Flame · doi:10.1016/0010-2180(95)00191-3 · Cited by 29
A Review on the Video-Based River Discharge Measurement Technique
Chen, M., Chen, H., Wu, Z., et al. (2024) · Sensors · doi:10.3390/s24144655 · Cited by 28
Influence of flow injection angle on a leading-edge horseshoe vortex
Thrift, A. A., & Thole, K. A. (2012) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2012.04.024 · Cited by 28
Wang, H., Li, X., Shao, X., et al. (2016) · Building and Environment · doi:10.1016/j.buildenv.2016.11.015 · Cited by 28
Wind tunnel model of the forest and its Reynolds number sensitivity
Gromke, C. (2018) · Journal of Wind Engineering and Industrial Aerodynamics · doi:10.1016/j.jweia.2018.01.036 · Cited by 28
Doran, P. M. (2012) · Elsevier eBooks · doi:10.1016/b978-0-12-220851-5.00007-1 · Cited by 28
Leśniewska, D., Nitka, M., Tejchman, J., et al. (2020) · Granular Matter · doi:10.1007/s10035-020-01033-x · Cited by 28
On the Uncertainty of the Image Velocimetry Method Parameters
Rozos, E., Dimitriadis, P., Mazi, K., et al. (2020) · Hydrology · doi:10.3390/hydrology7030065 · Cited by 28
Forcing large-scale coherent streaks in a zero-pressure-gradient turbulent boundary layer
Pujals, G., Cossu, C., & Depardon, S. (2010) · Journal of Turbulence · doi:10.1080/14685248.2010.494607 · Cited by 28
Chen, Q., Adrian, R. J., Zhong, Q., et al. (2014) · Journal of Hydraulic Research · doi:10.1080/00221686.2014.919965 · Cited by 28
Self-citationPark, K.-H., Son, J., Park, W.-J., Lee, S., Kim, U., Park, J., Shin, D., Kim, Y., Choi, J., Houle, H. C., et al. (2012) · Ultrasound in Medicine & Biology · doi:10.1016/j.ultrasmedbio.2012.08.013 · Cited by 29
Microscale imaging of cilia-driven fluid flow
Huang, B. K., & Choma, M. A. (2014) · Cellular and Molecular Life Sciences · doi:10.1007/s00018-014-1784-z · Cited by 28
Unsteady interfacial phenomena during inward weld pool flow with an active surface oxide
Zhao, C., van Steijn, V., Richardson, I. M., et al. (2009) · Science and Technology of Welding & Joining · doi:10.1179/136217108x370281 · Cited by 28
Computation of finite-time Lyapunov exponents from time-resolved particle image velocimetry data
Raben, S., Ross, S. D., & Vlachos, P. P. (2013) · Experiments in Fluids · doi:10.1007/s00348-013-1638-8 · Cited by 28
Beulen, B. W. A. M. M., Bijnens, N., Rutten, M., et al. (2010) · Experiments in Fluids · doi:10.1007/s00348-010-0865-5 · Cited by 28
Injection coupling with high amplitude transverse modes: Experimentation and simulation
Méry, Y., Ducruix, S., Scouflaire, P., et al. (2009) · Comptes Rendus Mécanique · doi:10.1016/j.crme.2009.06.009 · Cited by 28
Volumetric three-component velocimetry measurements of the turbulent flow around a Rushton turbine
Sharp, K. V., Hill, D. F., Troolin, D. R., et al. (2009) · Experiments in Fluids · doi:10.1007/s00348-009-0711-9 · Cited by 28
RAPTOR‐UAV: Real‐time particle tracking in rivers using an unmanned aerial vehicle
Thumser, P., Haas, C., Tuhtan, J. A., et al. (2017) · Earth Surface Processes and Landforms · doi:10.1002/esp.4199 · Cited by 28
Ciocan, G. D., Avellan, F., & Kueny, J.-L. (2000) · Infoscience (Ecole Polytechnique Fédérale de Lausanne) · Cited by 28
Shiang, A. H., Lin, J.-C., Öztekin, A., et al. (1997) · Journal of Non-Newtonian Fluid Mechanics · doi:10.1016/s0377-0257(97)00053-0 · Cited by 28
Hu, H., Saga, T., Kobayashi, T., et al. (2002) · Physics of Fluids · doi:10.1063/1.1481741 · Cited by 28
Hochareon, P., Manning, K. B., Fontaine, A. A., et al. (2004) · Journal of Biomechanical Engineering · doi:10.1115/1.1798056 · Cited by 28
Non-intrusive temperature measurement using microscale visualization techniques
Chamarthy, P., Garimella, S. V., & Wereley, S. T. (2009) · Experiments in Fluids · doi:10.1007/s00348-009-0646-1 · Cited by 28
Eidelman, A., Elperin, T., Kleeorin, N., et al. (2006) · Experiments in Fluids · doi:10.1007/s00348-006-0111-3 · Cited by 28
Reeves, M., Haste, M. J., Garner, C. P., et al. (1999) · Proceedings of the Institution of Mechanical Engineers Part D Journal of Automobile Engineering · doi:10.1243/0954407991527134 · Cited by 28
Shohji, T., SAITOH, H., AKAMATSU, F., et al. (1998) · Symposium (International) on Combustion · doi:10.1016/s0082-0784(98)80041-6 · Cited by 28
Particle Image Velocimetry Analysis of the Flow Field in the Total Cavopulmonary Connection
Grigioni, M., Amodeo, A., Daniele, C., et al. (2000) · Artificial Organs · doi:10.1046/j.1525-1594.2000.06613.x · Cited by 28
Physically based fluid flow recovery from image sequences
Wildes, R. P., Lanzillotto, A.-M., Amabile, M., et al. (2002) · IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · doi:10.1109/cvpr.1997.609445 · Cited by 28
On the interaction of a compliant wall with a turbulent boundary layer
Wang, J., Koley, S. S., & Katz, J. (2020) · Journal of Fluid Mechanics · doi:10.1017/jfm.2020.446 · Cited by 27
Optical diagnostics for high-speed flows
Miles, R. B. (2014) · Progress in Aerospace Sciences · doi:10.1016/j.paerosci.2014.09.007 · Cited by 27
Automatic tracking of labeled red blood cells in microchannels
Pinho, D., Lima, R. A., Pereira, A. I., & Gayubo, F. (2012) · International Journal for Numerical Methods in Biomedical Engineering · doi:10.1002/cnm.2526 · Cited by 25
Experimental study of wave-induced mass transport
Paprota, M., Sulisz, W. F., & Reda, A. (2016) · Journal of Hydraulic Research · doi:10.1080/00221686.2016.1168490 · Cited by 27
Direct Estimate of the Breach Hydrograph of an Overtopped Earth Dam
Bento, A. M., Amaral, S., Viseu, T., et al. (2017) · Journal of Hydraulic Engineering · doi:10.1061/(asce)hy.1943-7900.0001294 · Cited by 27
Rainfall‐Runoff Modeling Using Crowdsourced Water Level Data
Weeser, B., Jacobs, S., Kraft, P., et al. (2019) · Water Resources Research · doi:10.1029/2019wr025248 · Cited by 27
Sand deformation mechanisms mobilised with active retaining wall movement
Deng, C., & Haigh, S. K. (2020) · Géotechnique · doi:10.1680/jgeot.20.p.041 · Cited by 27
Deep particle image velocimetry supervised learning under light conditions
Yu, C., Fan, Y.-W., Bi, X., et al. (2021) · Flow Measurement and Instrumentation · doi:10.1016/j.flowmeasinst.2021.102000 · Cited by 27
Szafraniec, H. M., Valdez, J. M., Iffrig, E., Lam, W. A., Higgins, J. M., Pearce, P., & Wood, D. K. (2022) · Lab on a Chip · doi:10.1039/d1lc01133b · Cited by 28
Cheng, T.-Y., Wang, W., Li, J.-S., Guo, J.-X., Liu, S., & Lü, J. (2022) · Photonics · doi:10.3390/photonics9070441 · Cited by 28
Zhou, Y., Chen, J., Wang, Y., et al. (2022) · Chemical Engineering Journal · doi:10.1016/j.cej.2022.139778 · Cited by 27
Wang, M., Li, X., Zhang, Y.-Z., et al. (2023) · Cold Regions Science and Technology · doi:10.1016/j.coldregions.2023.103821 · Cited by 27
Katija, K., Beaulieu, W. T., Regula, C., Colin, S. P., Costello, J. H., & Dabiri, J. O. (2011) · Marine Ecology Progress Series · doi:10.3354/meps09212 · Cited by 27
A particle tracking velocimetry technique for drop characterization in agricultural sprinklers
Bautista-Capetillo, C. F., Rovelo, C. O. R., Salinas-Tapia, H., et al. (2014) · Irrigation Science · doi:10.1007/s00271-014-0440-6 · Cited by 27
Investigation of Bottom Boundary Layer Dynamics of Movable Bed by using Enhanced PIV Technique
Ahmed, A. S. M., & Sato, S. (2001) · Coastal Engineering Journal · doi:10.1142/s0578563401000360 · Cited by 27
Curtin, D. M., Newport, D. T., & Davies, M. R. (2006) · Experimental Thermal and Fluid Science · doi:10.1016/j.expthermflusci.2006.03.014 · Cited by 27
Pirbodaghi, T., Vigolo, D., Akbari, S., et al. (2015) · Lab on a Chip · doi:10.1039/c5lc00175g · Cited by 27
Fu, S., Biwolé, P. H., & Mathis, C. (2016) · Building and Environment · doi:10.1016/j.buildenv.2016.02.002 · Cited by 27
Şanal, İ., Özyurt, N., & Hosseini, A. (2016) · Composites Part B Engineering · doi:10.1016/j.compositesb.2016.06.075 · Cited by 27
Detection and direction discrimination of single vortex rings by harbour seals (Phoca vitulina)
Krüger, Y., Hanke, W., Miersch, L., & Dehnhardt, G. (2018) · Journal of Experimental Biology · doi:10.1242/jeb.170753 · Cited by 26
Particle image velocimetry investigation of flow over unsteady airfoil with trailing-edge strip
Gerontakos, P., & Lee, T. (2007) · Experiments in Fluids · doi:10.1007/s00348-007-0414-z · Cited by 27
Correcting for sub-grid filtering effects in particle image velocimetry data
Spencer, A. J. M., & Hollis, D. B. (2005) · Measurement Science and Technology · doi:10.1088/0957-0233/16/11/026 · Cited by 27
Wind‐Tunnel Techniques for Assessment of Pedestrian‐Level Winds
Wu, H., & Stathopoulos, T. (1993) · Journal of Engineering Mechanics · doi:10.1061/(asce)0733-9399(1993)119:10(1920 · Cited by 27
The flow structure around a surface piercing strut
Pogozelski, E., Katz, J., & Huang, T. T. (1997) · Physics of Fluids · doi:10.1063/1.869267 · Cited by 27
Characterization of HIFU transducers designed for sonochemistry application: Acoustic streaming
Hallez, L., Touyeras, F., Hihn, J., & Bailly, Y. (2015) · Ultrasonics Sonochemistry · doi:10.1016/j.ultsonch.2015.10.019 · Cited by 26
Zhang, Y., Bo, Y., Wu, Y., et al. (2013) · Particuology · doi:10.1016/j.partic.2013.07.007 · Cited by 26
Schroll, M., Doll, U., Stockhausen, G., et al. (2016) · Journal of Engineering for Gas Turbines and Power · doi:10.1115/1.4034040 · Cited by 26
Mulligan, S., Creedon, L., Casserly, J., et al. (2018) · Journal of Hydraulic Research · doi:10.1080/00221686.2018.1499050 · Cited by 26
Design of surface grooves on a polishing pad based on slurry uniform flow
Li, J., Huang, J., Hua, C., et al. (2019) · The International Journal of Advanced Manufacturing Technology · doi:10.1007/s00170-019-04026-0 · Cited by 26
Colagrossi, A., Marrone, S., Colagrossi, P., et al. (2021) · Physics of Fluids · doi:10.1063/5.0070984 · Cited by 26
Effects of Barrier Stiffness on Debris Flow Dynamic Impact—I: Laboratory Flume Test
Huang, Y., Jin, X., & Ji, J. (2022) · Water · doi:10.3390/w14020177 · Cited by 26
Pond, K. W., Morris, J. M., Alkhimenok, O., Varghese, R. P., Cabel, C. R., Ellis, N. A., Chakrabarti, J. L., Zavros, Y. L., Merchant, J. L., Thorne, C. A., et al. (2022) · eLife · doi:10.7554/elife.78837 · Cited by 27
Turbulence in Two-Phase Flows with Macro-, Micro- and Nanoparticles: A Review
Varaksin, A. Y., & Ryzhkov, S. V. (2022) · Symmetry · doi:10.3390/sym14112433 · Cited by 26
Study on bubble formation in non-Newtonian fluids by laser image technique
Fan, W., Jiang, S., Zhu, C., et al. (2007) · Optics & Laser Technology · doi:10.1016/j.optlastec.2007.07.002 · Cited by 26
The membrane chamber: A new type of in vitro recording chamber
Hill, M. R. H., & Greenfield, S. A. (2010) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2010.10.024 · Cited by 26
Gas and Particle Dynamics of a Contoured Shock Tube for Pre-clinical Microparticle Drug Delivery
Truong, N. K., Liu, Y., & Kendall, M. A. F. (2006) · Shock Waves · doi:10.1007/s00193-006-0034-1 · Cited by 26
Anisotropy in the breathing zone of a thermal manikin
Marr, D. R., Spitzer, I., & Glauser, M. (2007) · Experiments in Fluids · doi:10.1007/s00348-007-0425-9 · Cited by 26
Wei, X., & Joshi, Y. K. (2007) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2007.03.020 · Cited by 26
A PIV study of co-rotating disks flow in a fixed cylindrical enclosure
Wu, S. (2009) · Experimental Thermal and Fluid Science · doi:10.1016/j.expthermflusci.2009.03.008 · Cited by 26
Metadata
- Authors
- Adrian, R. J.
- Affiliations
- University of Illinois Urbana-Champaign (US)
- Corresponding author
- Adrian, Ronald J.
- ORCID
- Adrian, Ronald J.
- Venue
- Annual Review of Fluid Mechanics
- Publisher
- Annual Reviews
- Published
- 1991-01
- Volume
- 23
- Issue
- 1
- Pages
- 261-304
- ISSN
- 0066-4189 (ISSN-L)
- 1545-4479
- OpenAlex
- W2118944048
- Cited by
- 3,405
- References
- 0
- Citations by year
- 2026: 108 · 2025: 86 · 2024: 94 · 2023: 108 · 2022: 91 · 2021: 99 · 2020: 122 · 2019: 116 · 2018: 102 · 2017: 134 · 2016: 106 · 2015: 126 · 2014: 128 · 2013: 146 · 2012: 136
- FWCI
- 48.35
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Annual Review of Fluid Mechanics (publishedVersion)
- Topics
- Physical Sciences › Engineering › Computational Mechanics › Fluid Dynamics and Turbulent Flows
- Physical Sciences › Chemical Engineering › Fluid Flow and Transfer Processes › Particle Dynamics in Fluid Flows
- Physical Sciences › Engineering › Computational Mechanics › Fluid Dynamics and Heat Transfer
- Keywords
- particle imaging, particle image velocimetry, flow visualization, experimental fluid mechanics, machine learning, spatial and temporal scales
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review