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 801–900 of 1,000
Measurements of velocity fluctuations of granular materials in a shear cell
Hsiau, S. S., & Jang, H.-W. (1998) · Experimental Thermal and Fluid Science · doi:10.1016/s0894-1777(97)10041-3 · Cited by 35
Walter, T. R., Ratdomopurbo, A., Subandriyo, et al. (2013) · Journal of Volcanology and Geothermal Research · doi:10.1016/j.jvolgeores.2013.02.004 · Cited by 35
Pressure field evaluation in microchannel junction flows through μPIV measurement
Fujisawa, N., Nakamura, Y., MATSUURA, F., et al. (2006) · Microfluidics and Nanofluidics · doi:10.1007/s10404-006-0088-5 · Cited by 35
Lawson, N. J., Garry, K. P., & Faucompret, N. (2007) · Proceedings of the Institution of Mechanical Engineers Part D Journal of Automobile Engineering · doi:10.1243/09544070jauto155 · Cited by 35
Haemodynamics and blood flow measured using ultrasound imaging
Hoskins, P. R. (2009) · Proceedings of the Institution of Mechanical Engineers Part H Journal of Engineering in Medicine · doi:10.1243/09544119jeim572 · Cited by 35
Synchronised multi-scale image analysis of soil deformations
Teng, Y., Stanier, S., & Gourvenec, S. (2016) · International Journal of Physical Modelling in Geotechnics · doi:10.1680/jphmg.15.00058 · Cited by 35
PIV Measurements and Computational Study of a 5-Inch Ducted Fan for V/STOL UAV Applications
Aktürk, A., Shavalikul, A., & Camcı, C. (2009) · AIAA Aerospace Sciences Meeting · doi:10.2514/6.2009-332 · Cited by 35
Raffel, M., & Kompenhans, J. (1995) · Measurement Science and Technology · doi:10.1088/0957-0233/6/6/016 · Cited by 35
Tomographic particle image velocimetry and its application to turbulent boundary layers
Elsinga, G. E. (2008) · Research Repository (Delft University of Technology) · Cited by 35
Ground movements due to excavation in clay: physical and analytical models
Lam, S. Y. (2010) · Apollo (University of Cambridge) · doi:10.17863/cam.13985 · Cited by 35
In situ characterization techniques and methodologies for high-temperature electrochemistry
Yuan, R., Jiao, H., Zhu, H., Fang, D., & Jiao, S. (2023) · Chem · doi:10.1016/j.chempr.2023.06.018 · Cited by 34
Advances in Animal Flight Aerodynamics Through Flow Measurement
Bomphrey, R. J. (2011) · Evolutionary Biology · doi:10.1007/s11692-011-9134-7 · Cited by 34
Combustion of Solid-Fuel Slabs Containing Boron Particles in Step Combustor
Ciezki, H., Sender, J., Clauß, W., et al. (2003) · Journal of Propulsion and Power · doi:10.2514/2.6938 · Cited by 34
Torralba, M., Castrejón-Pita, J. R., Castrejón-Pita, A. A., et al. (2005) · Physical Review E · doi:10.1103/physreve.72.016308 · Cited by 34
Elfert, M., Schroll, M., & Förster, W. (2011) · Journal of Turbomachinery · doi:10.1115/1.4003222 · Cited by 34
3D printing of gas-dynamic virtual nozzles and optical characterization of high-speed microjets
Nazari, R., Zaare, S., Alvarez, R. C., et al. (2020) · Optics Express · doi:10.1364/oe.390131 · Cited by 34
Self-citationA review on Pitot tube icing in aeronautics: Research- design and characterization – future trends
Jäckel, R., Gutierrez-Urueta, G. L., & Tapia, F. (2021) · Flow Measurement and Instrumentation · doi:10.1016/j.flowmeasinst.2021.102033 · Cited by 34
Axial Flow Fan Tip Leakage Flow Control Using Tip Platform Extensions
Aktürk, A., & Camcı, C. (2010) · Journal of Fluids Engineering · doi:10.1115/1.4001540 · Cited by 34
Sato, Y., INABA, S., Hishida, K., et al. (2003) · Experiments in Fluids · doi:10.1007/s00348-003-0643-8 · Cited by 34
Wang, J. (2005) · Journal of Synchrotron Radiation · doi:10.1107/s0909049504032297 · Cited by 34
Jaffer, S. A., Bravo, V. L., Wood, P. E., et al. (2000) · Polymer Engineering and Science · doi:10.1002/pen.11217 · Cited by 34
Experimental analysis of the flow dynamics in the suction chamber of an external gear pump
Ertürk, N., Vernet, A., Castilla, R., et al. (2010) · International Journal of Mechanical Sciences · doi:10.1016/j.ijmecsci.2010.12.003 · Cited by 34
Hall, S. D., Behnia, M., Fletcher, C., et al. (2003) · Experiments in Fluids · doi:10.1007/s00348-003-0626-9 · Cited by 34
PIV measurement of particle motion in spiral gas–solid two-phase flow
Miyazaki, K., Chen, G., Yamamoto, F., et al. (1999) · Experimental Thermal and Fluid Science · doi:10.1016/s0894-1777(99)00020-5 · Cited by 34
Alternating-Color Quantum Dot Nanocomposites for Particle Tracking
Ruan, G., & Winter, J. O. (2011) · Nano Letters · doi:10.1021/nl103233b · Cited by 34
Héas, P., Mémin, É., Heitz, D., et al. (2012) · Tellus A Dynamic Meteorology and Oceanography · doi:10.3402/tellusa.v64i0.10962 · Cited by 34
Measurements of jet flows impinging into a channel containing a rod bundle using dynamic PIV
Amini, N., & Hassan, Y. A. (2009) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2009.07.002 · Cited by 34
Cinematic particle image velocimetry of high-Reynolds-number turbulent free shear layer
Oakley, T. R., Loth, E., & Adrian, R. J. (1996) · AIAA Journal · doi:10.2514/3.13064 · Cited by 34
Self-citationMendes, L., Bernardino, A. J. M., & Ferreira, R. M. L. (2020) · SoftwareX · doi:10.1016/j.softx.2020.100537 · Cited by 34
RivQNet: Deep Learning Based River Discharge Estimation Using Close‐Range Water Surface Imagery
Ansari, S., Rennie, C., Jamieson, E., Seidou, O., & Clark, S. (2023) · Water Resources Research · doi:10.1029/2021wr031841 · Cited by 30
Zhang, Y.-Z., Liu, W., Wang, J., et al. (2023) · Cold Regions Science and Technology · doi:10.1016/j.coldregions.2023.103990 · Cited by 33
Assessment of tomographic PIV in wall-bounded turbulence using direct numerical simulation data
de Silva, C. M., Baidya, R., Khashehchi, M., et al. (2011) · Experiments in Fluids · doi:10.1007/s00348-011-1227-7 · Cited by 33
Temperature and velocity measurement fields of fluids using a schlieren system
Martínez-González, A., Guerrero-Viramontes, J. A., & Moreno-Hernández, D. (2012) · Applied Optics · doi:10.1364/ao.51.003519 · Cited by 33
Zhong, Q., Chen, Q., Wang, H., et al. (2016) · Water Resources Research · doi:10.1002/2015wr017728 · Cited by 33
Velocity Field Measurement Using Particle Image Velocimetry (PIV)
Atkins, M. D. (2016) · Elsevier eBooks · doi:10.1016/b978-0-12-809731-1.00005-8 · Cited by 33
Image pre-processing method for near-wall PIV measurements over moving curved interfaces
Jia, L. C., Zhu, Y., Jia, Y., et al. (2017) · Measurement Science and Technology · doi:10.1088/1361-6501/aa574c · Cited by 33
Gromke, C., & Ruck, Β. (2018) · Boundary-Layer Meteorology · doi:10.1007/s10546-018-0348-4 · Cited by 33
Quantification of turbulent mixing in colliding gravity currents
Zhong, Q., Hussain, F., & Fernando, H. J. S. (2018) · Journal of Fluid Mechanics · doi:10.1017/jfm.2018.488 · Cited by 33
Boutelier, D., Schrank, C. E., & Regenauer‐Lieb, K. (2019) · Solid Earth · doi:10.5194/se-10-1123-2019 · Cited by 33
Velocity refinement of PIV using global optical flow
Seong, J. H., Song, M. S., Núñez, D., et al. (2019) · Experiments in Fluids · doi:10.1007/s00348-019-2820-4 · Cited by 33
Particle Image Velocimetry: Fundamentals and Its Applications
Jahanmiri, M. (2011) · Chalmers Publication Library (Chalmers University of Technology) · Cited by 33
Experimental study on the fluid mechanics of blood sucking in the proboscis of a female mosquito
Lee, S. J., Kim, B. H., & Lee, J. Y. (2009) · Journal of Biomechanics · doi:10.1016/j.jbiomech.2009.01.039 · Cited by 33
The development of PIV–PSP hybrid system using pressure sensitive particles
Abe, S., Okamoto, K., & Madarame, H. (2004) · Measurement Science and Technology · doi:10.1088/0957-0233/15/6/016 · Cited by 33
Funatani, S., & Fujisawa, N. (2002) · Measurement Science and Technology · doi:10.1088/0957-0233/13/8/306 · Cited by 33
Particle velocimetry inside Newtonian and non-Newtonian droplets impacting a hydrophobic surface
Smith, M. I., & Bertola, V. (2010) · Experiments in Fluids · doi:10.1007/s00348-010-0998-6 · Cited by 33
Holographic particle-streak velocimetry
Dixon, L., Cheong, F. C., & Grier, D. G. (2011) · Optics Express · doi:10.1364/oe.19.004393 · Cited by 33
Qian, M., Niu, L., Wang, Y., et al. (2010) · Physics in Medicine and Biology · doi:10.1088/0031-9155/55/20/003 · Cited by 33
Joshi, A., Nandi, S., Chester, D., et al. (2017) · Langmuir · doi:10.1021/acs.langmuir.7b02801 · Cited by 33
Gui, L., & Merzkirch, W. (1998) · Experiments in Fluids · doi:10.1007/s003480050151 · Cited by 33
Vortex Breakdown on Pitching Delta Wing: Control by Intermittent Trailing-Edge Blowing
Vorobieff, P. V., & Rockwell, D. O. (1998) · AIAA Journal · doi:10.2514/2.409 · Cited by 33
Instantaneous topology of the unsteady leading-edge vortex at high angle of attack
Magness, C., Robinson, O., & Rockwell, D. O. (1993) · AIAA Journal · doi:10.2514/3.11786 · Cited by 33
Tracing of shallow water flows through buoyant fluorescent particles
Tauro, F., Pagano, C., Porfiri, M., et al. (2012) · Flow Measurement and Instrumentation · doi:10.1016/j.flowmeasinst.2012.03.007 · Cited by 32
Effective use of geosynthetics to increase bearing capacity of shallow foundations
Shahin, H. M., Nakai, T., Morikawa, Y., et al. (2017) · Canadian Geotechnical Journal · doi:10.1139/cgj-2016-0505 · Cited by 32
Conley, K. R., Gemmell, B. J., Bouquet, J., et al. (2017) · Limnology and Oceanography · doi:10.1002/lno.10680 · Cited by 32
Experiments on lift dynamics and feedback control of a wind turbine blade section
Jaunet, V., & Braud, C. (2018) · Renewable Energy · doi:10.1016/j.renene.2018.03.017 · Cited by 32
Peng, C., Kong, B., Zhou, J., et al. (2019) · Chemical Engineering Science · doi:10.1016/j.ces.2019.06.054 · Cited by 32
Zhou, H., & Niu, X. (2020) · International Journal of Multiphase Flow · doi:10.1016/j.ijmultiphaseflow.2020.103277 · Cited by 32
Conditions for transition from a plume to a dome above a heated horizontal area
Fan, Y., Wang, Q., Ge, J., et al. (2020) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2020.119868 · Cited by 32
Flow separation in the inlet valve gap of piston engines
Weclas, M., Melling, A., & Durst, F. (1998) · Progress in Energy and Combustion Science · doi:10.1016/s0360-1285(97)00023-3 · Cited by 32
Separation and Turbulence Control in Biomimetic Flows
Techet, A. H., Hover, F. S., & Triantafyllou, M. S. (2003) · Flow Turbulence and Combustion · doi:10.1023/b:appl.0000014923.28324.87 · Cited by 32
A new artificial neural network tracking technique for particle image velocimetry
Hassan, Y. A., & Philip, O. (1997) · Experiments in Fluids · doi:10.1007/s003480050096 · Cited by 32
Cell detachment method using shock-wave–induced cavitation
Junge, L., Ohl, C., Wolfrum, B. L., et al. (2003) · Ultrasound in Medicine & Biology · doi:10.1016/j.ultrasmedbio.2003.08.010 · Cited by 32
Statistics of Intermittent Surf Zone Turbulence and Observations of Large Eddies using PIV
Cox, D. T., & Anderson, S. L. (2001) · Coastal Engineering Journal · doi:10.1142/s057856340100030x · Cited by 32
Galiński, C., & Żbikowski, R. (2006) · Materials & Design (1980-2015) · doi:10.1016/j.matdes.2005.11.019 · Cited by 32
Scanning Fluorescence Correlation Spectroscopy
Petrášek, Z., & Schwille, P. (2007) · Springer series in biophysics · doi:10.1007/978-3-540-73924-1_4 · Cited by 32
Zhang, W., Nie, X., Dong, X. Y., & Sun, Z. (2023) · Experiments in Fluids · doi:10.1007/s00348-022-03540-4 · Cited by 32
Zhu, J., Kuti, O. A., & Nishida, K. (2012) · International Journal of Engine Research · doi:10.1177/1468087412458778 · Cited by 31
Micro-PIV/LIF measurements on electrokinetically-driven flow in surface modified microchannels
Ichiyanagi, M., Sasaki, S., Sato, Y., et al. (2009) · Journal of Micromechanics and Microengineering · doi:10.1088/0960-1317/19/4/045021 · Cited by 31
Internal and Inertial Wave Attractors: A Review
Sibgatullin, I. N., & Ermanyuk, E. V. (2019) · Journal of Applied Mechanics and Technical Physics · doi:10.1134/s002189441902010x · Cited by 31
A Simple and Efficient Image Stabilization Method for Coastal Monitoring Video Systems
Padilla, I. R., Castelle, B., Marieu, V., et al. (2019) · Remote Sensing · doi:10.3390/rs12010070 · Cited by 31
Effect of Freeze–Thaw Cycles on FRP-Concrete Bond Strength in EBR and EBROG Systems
Mostofinejad, D., & Mohammadi, M. S. (2020) · Journal of Composites for Construction · doi:10.1061/(asce)cc.1943-5614.0001010 · Cited by 31
Coz, J. L., Renard, B., Vansuyt, V., et al. (2021) · Hydrological Processes · doi:10.1002/hyp.14169 · Cited by 31
Real-time imaging and analysis of cell-hydrogel interplay within an extrusion-bioprinting capillary
Poologasundarampillai, G., Haweet, A., Jayash, S. N., Morgan, G., Moore, J. E., & Candeo, A. (2021) · Bioprinting · doi:10.1016/j.bprint.2021.e00144 · Cited by 30
A Brief Review on Aerodynamic Performance of Wingtip Slots and Research Prospect
Liu, D., Song, B., Yang, W., Yang, X., Xue, D., & Lang, X. (2021) · Journal of Bionic Engineering · doi:10.1007/s42235-021-00116-6 · Cited by 31
High spatial resolution mapping of surface velocities and depths for shallow overland flow
Legoût, C., Darboux, F., Nédélec, Y., Hauet, A., Estèves, M., Renaux, B., Denis, H., & Cordier, S. (2012) · Earth Surface Processes and Landforms · doi:10.1002/esp.3220 · Cited by 31
Liu, B., Wang, H., Liu, H., et al. (2004) · Journal of Turbomachinery · doi:10.1115/1.1748367 · Cited by 31
Bardet, P. M., Peterson, P. F., & Savaş, Ö. (2010) · Experiments in Fluids · doi:10.1007/s00348-010-0823-2 · Cited by 31
Time resolved velocity measurements of unsteady systems using spiral imaging
Tayler, A. B., Holland, D. J., Sederman, A. J., et al. (2011) · Journal of Magnetic Resonance · doi:10.1016/j.jmr.2011.03.017 · Cited by 31
Pournazeri, S., Princevac, M., & Venkatram, A. (2012) · Journal of Wind Engineering and Industrial Aerodynamics · doi:10.1016/j.jweia.2012.01.006 · Cited by 31
Tangling clustering of inertial particles in stably stratified turbulence
Eidelman, A., Elperin, T., Kleeorin, N., et al. (2010) · Physical Review E · doi:10.1103/physreve.81.056313 · Cited by 31
Hierarchical structure of the optical path length of the supersonic turbulent boundary layer
Gao, Q., Yi, S., Jiang, Z., et al. (2012) · Optics Express · doi:10.1364/oe.20.016494 · Cited by 31
Direct measurement of large-strain deformation fields by particle tracking
Gnanamanickam, E. P., Lee, S., Sullivan, J. P., et al. (2009) · Measurement Science and Technology · doi:10.1088/0957-0233/20/9/095710 · Cited by 31
Guasto, J., & Breuer, K. (2008) · Experiments in Fluids · doi:10.1007/s00348-008-0471-y · Cited by 31
Qi, M., Zhu, J., & Barghi, S. (2012) · Chemical Engineering Science · doi:10.1016/j.ces.2012.08.047 · Cited by 31
Gai, H., Li, Y., Silber-Li, Z., et al. (2005) · Lab on a Chip · doi:10.1039/b416476h · Cited by 31
XPIV?Multi-plane stereoscopic particle image velocimetry
Liberzon, A., Gurka, R., & HETSRONI, G. (2004) · Experiments in Fluids · doi:10.1007/s00348-003-0731-9 · Cited by 31
Unraveling Flow Patterns through Nonlinear Manifold Learning
Tauro, F., Grimaldi, S., & Porfiri, M. (2014) · PLoS ONE · doi:10.1371/journal.pone.0091131 · Cited by 31
Zhou, X., Leow, C. H., Rowland, E. M., Riemer, K., Rubin, J. M., Weinberg, P. D., & Tang, M. (2018) · IEEE Transactions on Ultrasonics Ferroelectrics and Frequency Control · doi:10.1109/tuffc.2018.2850535 · Cited by 31
Longitudinal vortex structures in a cylinder wake
Wu, J., Sheridan, J., Welsh, M. C., et al. (1994) · Physics of Fluids · doi:10.1063/1.868115 · Cited by 31
The application of particle tracking velocimetry and flow visualisation to curtain coating
Clarke, A. (1995) · Chemical Engineering Science · doi:10.1016/0009-2509(95)00036-5 · Cited by 31
Flow Characterization Through a Network Cell Using Particle Image Velocimetry
Zerai, B., Saylor, B. Z., Kadambi, J. R., et al. (2005) · Transport in Porous Media · doi:10.1007/s11242-004-4796-6 · Cited by 31
Flow control on a high thickness airfoil by a trapped vortex cavity.
Gregorio, F. D., & Fraioli, G. (2008) · Cited by 31
Characteristics of Air Flow Surrounding Non-Evaporating Transient Diesel Sprays
Rhim, D.-R., & Farrell, P. V. (2000) · SAE technical papers on CD-ROM/SAE technical paper series · doi:10.4271/2000-01-2789 · Cited by 31
The Effect of Injection Pressure on Air Entrainment into Transient Diesel Sprays
Rajalingam, B. V., & Farrell, P. V. (1999) · SAE technical papers on CD-ROM/SAE technical paper series · doi:10.4271/1999-01-0523 · Cited by 31
Spatiotemporal optimization on cross correlation for particle image velocimetry
Xie, Z., Wang, H., & Xu, D. (2022) · Physics of Fluids · doi:10.1063/5.0091839 · Cited by 30
Natural convection in a cubical cavity filled with a fluid showing temperature-dependent viscosity
Córdoba, P. A., Silin, N., & Dari, E. A. (2015) · International Journal of Thermal Sciences · doi:10.1016/j.ijthermalsci.2015.07.007 · Cited by 30
How do liquid fuel physical properties affect liquid jet development in atomisers?
Charalampous, G., & Hardalupas, Y. (2016) · Physics of Fluids · doi:10.1063/1.4965447 · Cited by 30
Scollo, S., Bonadonna, C., & Manzella, I. (2017) · Bulletin of Volcanology · doi:10.1007/s00445-017-1124-x · Cited by 30
Measurements of velocity and temperature fields in natural convective flows
Park, H., Park, J., & Jung, S. Y. (2019) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2019.05.022 · Cited by 30
Yoshikawa, S., Tashiro, H., & Sakamoto, Y. (2012) · Journal of Sound and Vibration · doi:10.1016/j.jsv.2012.01.026 · Cited by 30
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