Generation and visualization of volumetric PIV data fields

Experiments in Fluids

Volumn 51, Issue 6, 2011, Pages 1471-1492

  Kitzhofer, J ^a   Nonn, T ^b   Brucker C ^a  

^a TU BERGAKADEMIE FREIBERG   (Germany)

^b Dantec Dynamics   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BACKWARD-FACING STEP FLOWS; DATA FIELDS; DEFOCUSING; EXPERIMENTAL DATA; EXPERIMENTAL MEASUREMENTS; HOLOGRAPHIC PIV; PROCESSING STEPS; TOMOGRAPHIC; VECTOR FIELDS; VISUALIZATION TECHNIQUE; VOLUMETRIC MEASUREMENT;

DATA FLOW ANALYSIS; DATA VISUALIZATION;

FLOW VISUALIZATION;

EID: 82955247857     PISSN: 07234864     EISSN: None     Source Type: Journal    
DOI: 10.1007/s00348-011-1176-1     Document Type: Review

References (178)

1. JC Agüi J Jimenez 1987 On the performance of particle tracking J Fluid Mech 185 447 468 10.1017/S0022112087003252
2. Akenine-Möller T, Haines E, Hoffman N (2008) Real-time rendering, 3rd edn. A.K. Peters Ltd
3. MP Arroyo KD Hinsch 2008 Recent developments of PIV towards 3D measurements Top App Phys 112 127 154 10.1007/978-3-540-73528-1-7
4. Asimov D (1993) Notes on the topology of vector fields and flows. NASA Ames Research Center Report RNR-93-003
5. Atkinson CH, Soria J (2007) Algebraic reconstruction techniques for tomographic particle image velocimetry. 16th Australasian fluid mechanics conference
6. Atkinson CH, Soria J (2009) An efficient simultaneous reconstruction technique for tomographic particle image velocimetry. Exp Fluids
7. Y Awatsuji A Fujii T Kubota O Matoba 2006 Parallel three-step phase-shifting digital holography Appl Opt 45 2995 3002 10.1364/AO.45.002995 (Pubitemid 43874654)
8. SJ Baek SJ Lee 1996 A new two-frame particle tracking algorithm using match probability Exp Fluids 23 261 304
9. Barnhardt DH, Hampp N, Halliwell NA, Coupland JM (2002) Digital holographic velocimetry with bacteriorhodopsin (BR) for real-time recording and numeric reconstruction. 11th International symposium on application of laser techniques to fluid mechanics
10. Battke H, Stalling D, Hege HC (1996) Fast line integral convolution for arbitrary surfaces in 3D. Vis Math
11. G Berkooz P Holmes JL Lumley 1993 The proper orthogonal decomposition in the analysis of turbulent flows Annu RevFluid Mech 25 539 575 1204279 10.1146/annurev.fl.25.010193.002543
12. G Biswas M Breuer F Durst 2004 Backward-facing step flows for various expansion ratios at low and moderate Reynolds numbers Trans ASME 126 362 374 (Pubitemid 40026557)
13. Biwole PH, Yan W, Zhang Y, Roux1 J-J (2009) A complete 3D particle tracking algorithm and its applications to the indoor airflow study. Meas Sci Technol 20:115403
14. Blundell B, Schwarz A (2000) Volumetric three dimensional display systems. Wiley, New York
15. Boring E, Pang A (1996) Directional flow visualization of vector fields. IEEE Visualization'96, 389-392
16. E Bouhoubeiny P Druault 2009 Note on the POD-based time interpolation from successive PIV images CR Mecanique 337 776 780 05934012 10.1016/j.crme.2009.10.003
17. Brill M, Hagen H, Djatschin W, Klimenko SV (1994) Streamball techniques for flow visualization. In: Proceedings of IEEE visualization 94, Oct 17-21, Washington, DC, pp 225-231
18. C Brücker 1996 3-D scanning-particle-image-velocimetry: technique and application to a spherical cap wake flow Appl Sci Res 56 157 179 10.1007/BF02249379 (Pubitemid 126771944)
19. SL Brunton CW Rowley 2010 Fast computation of finite-time Lyapunov exponent fields for unsteady flows CHAOS 20 017503 2730416 10.1063/1.3270044
20. C Buraga-Lefevre S Coetemllec D Lebrun C Özkul 2000 Application of wavelet transform to hologram analysis: three-dimensional location of particles Opt Lasers Eng 33 409 421 10.1016/S0143-8166(00)00050-6 (Pubitemid 32030279)
21. Burger K, Schneider J, Kondratieva P, Kruger J, Westermann R(2007) Interactive visual exploration of instationary 3D-flows. Eurographics/IEEE VGTC Symposium on Visualization (EuroVis)
22. W Buxton GW Fitzmaurice 1998 HMD's, caves, and chameleon: a human-centric analysis of interaction in virtual space Comput Graph 32 4 64 68 10.1145/307710.307731
23. Chabral B, Leedom LC (1993) Imaging vector fields using line integral convolution. Proceedings of SIGGRAPH '93, 263-270
24. O Chakraborty S Balchandar RJ Adrian 2005 On the relationships between local vortex identification schemes J Fluid Mech 535 189 214 2262398 1071.76015 10.1017/S0022112005004726 (Pubitemid 41052106)
25. Champagnat F, Plyer A, Le Besnerais G, Leclaire B, Le Sant Y (2009) How to calculate dense PIV vector fields at video rate. 8th International symposium on particle image velocimetry, PIV09, Melbourne, Victoria (Australia), August 25-28
26. Chaves H, Uhlemann Ch, Brücker Ch (2010) Dynamic focussing for wide-field light-sheet scanning. In: Proceedings of 15th international symposium on application of laser techniques to fluid mechanics, Lisbon
27. MS Chong AE Perry BJ Cantwell 1990 A general classification of three-dimensional flow fields Phys Fluids A2 765 777 1050013
28. S Coetemllec D Lebrun C Özkul 2002 Application of the two-dimensional fractional-order fourier transformation to particle field digital holography J Opt Soc Am A 19 1537 1546 10.1364/JOSAA.19.001537
29. OS Cossairt J Napoli SL Hill RK Dorval GE Favalora 2007 Occlusion-capable multiview volumetric three-dimensional display Appl Opt 46 8 1244 1250 10.1364/AO.46.001244 (Pubitemid 46515980)
30. Crawfis R, Max N, Becker B, Cabral B (1993) Volume rendering of 3D scalar and vector fields at LLNL. Proceedings, Supercomputing'93, 570-576
31. R Cucitore M Quadrio A Baron 1999 On the effectiveness and limitations of local criteria for the identification of a vortex Eur J Mech B Fluids 18 261 282 1681897 0935.76010 10.1016/S0997-7546(99)80026-0
32. de Kat R, van Oudheusden BW (2010) Instantaneous planar pressure from PIV: analytic and experimental test-cases. In: Proceedings of 15th international symposium on applications of laser techniques to fluid mechanics, Lisbon
33. de Leeuw W, van Liere R (1998) Comparing LIC and spot noise. In: Proceedings of the conference on Visualization '98, pp 359-365
34. NA Dodgson 2005 Autostereoscopic 3D displays Computer 38 8 31 36 10.1109/MC.2005.252 (Pubitemid 41245041)
35. P Druault Ph Guibert 2004 Use of turbulent flow statistical properties for correcting erroneous velocity vectors in PIV CR Mecanique 332 9 731 736 10.1016/j.crme.2004.04.006 (Pubitemid 38950673)
36. P Druault P Guibert F Alizon 2005 Use of proper orthogonal decomposition for time interpolation from PIV data EIF 39 1009 1023
37. Ph Durault Ph Guibert F Alizon 2005 Use of proper orthogonal decomposition for time interpolation from PIV data Exp Fluids 39 1009 1023 10.1007/s00348-005-0035-3 (Pubitemid 41690286)
38. Ebert D, Musgrave K, Peachey P, Perlin K, Worley S (1998) Texturing and modeling: a procedural approach, 3rd edn. Morgan Kaufmann, San Francisco
39. Elsinga GE (2008) Tomographic particle image velocimetry. Ph.D. Thesis, Department of Aerospace Engineering, Delft University of Technology
40. GE Elsinga F Scarano B Wieneke BW van Oudheusden 2006 Tomographic particle image velocimetry Exp Fluids 41 933 947 10.1007/s00348-006-0212-z (Pubitemid 44825921)
41. Engel K, Hadwiger M, Kniss J, Rezk-Salama C, Weiskopf D (2006) Real-time volume graphics. A.K. Peters Ltd
42. Fuchs R, Peikert R, Hauser H, Sadlo F, Muigg P (2008) Parallel vectors criteria for unsteady flow vortices. VisComput Gr, IEEE 14/3
43. Garcia D (2010) A fast all-in-one method for automated post-processing of PIV data. Exp Fluids. doi: 10.1007/s00348-010-0985-y
44. Garth C, Tricoche X, Scheuermann G (2004) Tracking of vector field singularities in unstructured 3D time-dependent data sets. Proceedings of IEEE Visualization 2004, 329-336 (Pubitemid 40497940)
45. Garth C, Gerhardt F, Tricoche X, Hagen H (2007) Efficient computation and visualization of coherent structures in fluid flow application. IEEE Trans Vis Comput Graph (Proc. IEEE Visualization), 13(6):1464-1471 (Pubitemid 350076622)
46. MA Green CW Rowley G Haller 2007 Detection of lagrangian coherent structures in 3D turbulence J Fluid Mech 572 111 120 2293457 1111.76025 10.1017/S0022112006003648
47. Gunes H, Rist U (2007) Spatial resolution enhancement/smoothing of stereo-particle-image-velocimetry data using proper-orthogonal-decomposition- based and Kriging interpolation methods. Phys Fluids 19
48. Gunes H, Sirisup S, Karniadakis GE (2006) Gappy data: to Krig or not to Krig. J Chem Phys 212
49. Haber RB, McNabb DA (1990) Visualization idioms: a conceptual model for scientific visualization systems. Vis Sci Comput, 75-93
50. Haimes R, Kenwright D (1999) On the velocity gradient tensor and fluid feature extraction. AIAA 14th computational fluid dynamics conference, pp 3288-3297
51. R Hain CJ Kahler C Tropea 2007 Comparison of CCD, CMOS and intensified cameras Exp Fluids 42 403 411 10.1007/s00348-006-0247-1 (Pubitemid 46354812)
52. Hain R, Kähler CJ, Radespiel R (2009) Principles of a volumetric velocity measurement technique based on optical aberrations. Notes on numerical fluid mechanics and multidisciplinary design, vol 106. Springer, pp 1-10
53. Hairer E, Norsett SP, Wanner G (1993) Solving ordinary differential equations I. Springer, Berlin
54. M Halle 1997 Autostereoscopic displays and computer graphics Comput Graph ACM SIGGRAPH 31 2 58 62 10.1145/271283.271309 (Pubitemid 127575008)
55. G Haller 2001 Distinguished material surfaces and coherent structures in three-dimensional fluid flows Phys D 149 248 277 1818606 1015.76077 10.1016/S0167-2789(00)00199-8 (Pubitemid 32875760)
56. G Haller 2002 Lagrangian coherent structures from approximate velocity data Phys Fluids 14 6 1851 1861 1906221 10.1063/1.1477449 (Pubitemid 34763213)
57. G Haller 2005 An objective definition of a vortex J Fluid Mech 525 1 26 2260514 1065.76031 10.1017/S0022112004002526 (Pubitemid 40345597)
58. Hege H-C, Stalling D (1998) Fast LIC with piecewise polynomial filter kernels. Math Vis Algorithm Appl, 295-314
59. J Helman L Hesselink 1989 Representation and display of vector field topology in fluid flow data sets Computer 22 8 27 36 10.1109/2.35197 (Pubitemid 20617578)
60. Helman JL, Hesselink L (1990) Surface representations of two- and three-dimensional fluid flow topology. IEEE Comput Soc Press, 6-13
61. J Helman L Hesselink 1991 Visualizing vector field topology in fluid flows IEEE Comput Graph Appl 11 36 46 10.1109/38.79452 (Pubitemid 21662688)
62. Herman GT, Lent A (1976) Iterative reconstruction algorithms. Computers in Biology and Medicine 6, Pergamon Press, pp 273-294
63. Hesselink L, Post F, van Wijk JJ (1994) Research issues in vector and tensor field visualization. IEEE Comput Graph Appl 14(2)
64. K Hoyer M Holzner B Lüthi M Guala A Liberzon W Kinzelbach 2005 3D scanning particle tracking velocimetry Exp Fluids 29 145 153
65. Hultquist JPM (1992) Constructing stream surfaces in steady 3D vector fields. In: Proceedings of IEEE visualization 92, Oct 19-23, Boston, Massachusetts, pp 171-178
66. JCR Hunt AA Wray P Moin 1988 Eddies, streams, and convergence zones in turbulent flows Cent Turbul Res Rep CTR-288 193 208
67. In den Haak M, Spoelder HJW, Groen FCA (1992) Matching of images by using automatically selected regions of interest. Computer Science in the Netherlands'92, 33-39
68. Interrante V, Grosch C (1997) Strategies for effectively visualizing 3D flow with volume LIC. Proceedings of visualization'97, pp 421-424
69. M Ishikawa Y Murai A Wada M Iguchi K Okamoto F Yamamoto 2000 A novel algorithm for particle tracking velocimetry using the velocity gradient tensor Exp Fluids 29 519 531 10.1007/s003480000120
70. J Jeong F Hussain 1995 On the identification of a vortex J Fluid Mech 173 303 356 1317900
71. Jiang M, Machiraju R, Thompson D (2005) Detection and visualization of vortices. The Visualization Handbook, pp 295-309
72. DS Kalivas AA Sawchuk 1991 A region matching motion estimation algorithm Comput Vis Graph image process Image underst 54 2 275 288 0774.68145
73. Kenwright DN (1998) Automatic detection of open and closed separation and attachment lines. Proceedings of Visualization'98, pp 151-158
74. Kenwright DN, Mallinson GD (1992) A 3-D streamline tracking algorithm using dual stream functions. In: Proceedings of IEEE visualization 92, Oct 19-23, Boston, pp 62-68
75. Kenwright DN, Henze C, Levit C (1999) Feature extraction of separation and attachment lines. IEEE Trans Vis Comput Graph 5/2:135-144 (Pubitemid 30500048)
76. Kitzhofer J (2011) Volumetric measurements of the transitional backward facing step flow. Dissertation, TU Freiberg, Germany (submitted)
77. Kitzhofer J, Brücker C (2010) Tomographic particle tracking velocimetry using telecentric imaging. Exp Fluids. doi: 10.1007/s00348-010-0879- z
78. Kitzhofer J, Westfeld P, Pust O, Nonn T, Maas HG, Brücker C (2010) Calculation of 3D deformation and rotation rate tensor from volumetric particle data via 3D least squares matching. In: Proceedings of the 15th international symposium on applications of laser techniques to fluid mechanics, 5-8 July 2010, Lisbon (Submitted to special issue)
79. Klassen RV, Harrington SJ (1991) Shadowed hedgehogs: a technique for visualizing 2D slices of 3D vector fields. IEEE Visualization'91, 148-153
80. V Kolár 2007 Vortex identification: new requirements and limitations Int J Heat Fluid Flow 28 638 652 10.1016/j.ijheatfluidflow.2007.03. 004 (Pubitemid 47055209)
81. Krishnan H, Garth C, Joy K (2009) Time and streak surfaces for flow visualization in large time-varying data sets. Proceedings of IEEE Visualization '09, pp 1267-1274
82. Lane DA (1993) Visualization of time-dependent flow fields. In: Proceedings of IEEE visualization 93, Oct 25-29, San Jose, California, pp 32-38
83. Lane DA (1994) UFAT-a particle tracer for time-dependent flow fields. In: Proceedings of IEEE visualization 94, Oct 17-21, Washington, DC, pp 257-264
84. Laramee RS, Gearth C, Schneider J, Hauser H (2006) Texture advection on streamsurfaces: a novel hybrid visualization applied to CFD results. EuroVis2006, Eurographics Association, pp 155-162
85. A Laurentini 1994 How many 2D silhouettes does it take to reconstruct a 3D object? Comput Vis Image Underst 67 1 81 87 10.1006/cviu.1996.0508
86. M Li H Kudo J Hu RH Johnson 2004 Improved iterative algorithm for sparse object reconstruction and its performance evaluation with micro-ct data IEEE Trans Nucl Sci 51 659 666 10.1109/TNS.2004.829789
87. G-S Li X Tricoche D Weiskopf CD Hansen 2008 Flow charts: visualization of vector fields on arbitrary surfaces IEEE Trans Vis Comput Graph 14 5 1 14 10.1109/TVCG.2008.88
88. DF Liang CB Jiang YL Li 2003 Cellular neural network to detect spurious vectors in PIV data Exp Fluids 34 52 62 (Pubitemid 41200867)
89. Lobutova E, Resagk C, Rank R, Müller D, Putze T, Maas H-G (2007) Investigation of large-scale flow structures in Rayleigh-Bernard convection using 3D particle tracking velocimetry. Symposium Lasermethoden in der Strömungsmesstechnik, Rostock
90. H Loffelmann L Mroz E Groller W Purgathofer 1997 Stream arrows: enhancing the use of stream surfaces for the visualization of dynamical systems Vis Comput 13 8 359 369 10.1007/s003710050110 (Pubitemid 127583167)
91. Löffelmann H, Mroz L, Gröller E (1997) Hierarchical streamarrows fort he visualization of dynamical systems. 8th EUROGRAPHICS workshop on visualization in scientific computing, pp 155-163
92. W Lu F Yin 2004 Adaptive algebraic reconstruction technique Med Phys 31 3222 3230 10.1118/1.1812606 (Pubitemid 40064975)
93. J Lu JP Fugal H Nordsiek EW Saw RA Shaw W Yang 2008 Lagrangian particle tracking in three dimensions via single-camera in-line digital holography New J Phys 10 24
94. Lumley JL (1967) The structure of inhomogeneous turbulent flows. In: Yaglom AM, Tatarsky VI (eds) Proceedings of Atmospheric turbulence and radio wave propagation. Nauka, Moscow, pp 166-178
95. B Lüthi A Tsinoba W Kinzelbach 2005 Lagrangian measurement of vorticity dynamics in turbulent flow J Fluid Mech 528 87 118 1154.76303 10.1017/S0022112004003283 (Pubitemid 40621580)
96. Maas HG (1992) Digitale photogrammetrie in der dreidimensionalen Strömungsmesstechnik. Ph.D. Thesis, ETH Zürich
97. Maas HG, Stefanidis A, Grün A (1994) From pixels to voxels-tracking volume elements in sequences of 3-d digital images. Int Arch Photogramm Remote Sens 30(3/2)
98. Maas HG, Westfeld P, Putze T., Botkjaer N, Kitzhofer J, Brücker C (2009) Photogrammetric techniques in multi-camera tomographic PIV. In: Proceedings of the 8th international symposium on particle image velocimetry, Melbourne
99. NA Malik T Dracos 1995 Interpolation schemes for three-dimensional velocity fields from scattered data using Taylor expansions J Comput Phys 119 231 243 1342916 0869.76070 10.1006/jcph.1995.1132
100. N Malik T Dracos D Papantoniou 1993 Particle tracking in three dimensional turbulent flows-part II: particle tracking Exp Fluids 15 279 294 10.1007/BF00223406
101. E Malkiel J Sheng J Katz JR Strickler 2003 The three-dimensional flow field generated by a feeding calanoid copepod measured using digital holography J Exp Bio 206 3657 3666 10.1242/jeb.00586 (Pubitemid 37343069)
102. Mattausch O, Theul T, Hauser H, Gröller E (2003) Strategies for interactive exploration of 3D flow using evenly-spaced illuminated streamlines. In: Proceedings of the 19th spring conference on computer graphics, pp 213-222
103. McLoughlin T, Laramee RS, Peikert R, Post FH, Chen M (2009) Over two decades of integration-based, geometric flow visualization. Eurographics 2009 STAR report
104. McLoughlin T, Laramee RS, Peikert R, Post FH, Chen M (2010) Over two decades of integration-based, geometric flow visualization. Computer graphics (in print)
105. H Meng F Hussain 1995 In-line recording and off-axis viewing technique for holographic particle velocimetry Appl Opt 34 1827 1840 10.1364/AO.34.001827
106. Morris SC (2010) Shear-layer instabilities: particle image velocimetry measurements and implications for acoustics. Annu Rev Fluid Mech 2011.43
107. JA Mullin WJA Dahm 2006 Dual-plane stereo particle image velocimetry measurements of velocity gradient tensor fields in turbulent shear flow II. Experimental results Phys Fluids 18 035102 10.1063/1.2166448
108. JH Nie BF Armaly 2003 Reattachment of three-dimensional flow adjacent to backward-facing step Trans ASME 125 422 428 10.1115/1.1571091 (Pubitemid 36810680)
109. NozickV, Saito H (2007) Multiple view computation for multi-stereoscopic display. In: IEEE Pacific-rim symposium on image amd video technology (PSIVT 2007), vol 4872, pp 399-412
110. K Okamoto YA Hassan WD Schmidl 1995 New tracking algorithm for particle image velocimetry Exp Fluids 19 342 347 10.1007/BF00203419
111. Ouelette NT, Xu H, Bodenschatz E (2006) A quantitative study of three-dimensional Lagrangian particle tracking algorithms. Exp Fluids 40:301-313 (Pubitemid 43130392)
112. Pagendarm H-G, Walter B (1994) Feature detection from vector quantities in a numerically simulated hypersonic flow field in combination with experimental flow visualization. IEEE Comput Soc Press, 117-123
113. Palero V, Arroyo MP, Soria J (2001) Digital in-line holographic PIV for 3D particulate flow diagnostics. In: Proceedings of 4th international symposium on particle image velocimetry, Göttingen
114. G Pan H Meng 2003 Digital holography of particle fields: reconstruction by use of complex amplitude Appl Opt 42 827 833 10.1364/AO.42.000827
115. Peikert R, Rozh M (1999) The "Parallel Vectors" operator-a vector field visualization primitive. Proceedings of IEEE Visualization '99, pp 263-270 (Pubitemid 30526291)
116. R Peikert F Sadlo 2009 A robust stream surface method for the visualization of vector field singularities Comput Graph Geom 11 2 2 13
117. F Pereira M Gharib 2002 Defocusing digital particle image velocimetry and the three-dimensional characterization of two-phase flows Meas Sci Technol 13 683 694 10.1088/0957-0233/13/5/305 (Pubitemid 34604725)
118. A Perry M Chong 1994 Topology of flow patterns in vortex motions and turbulence Appl Sci Res 53 357 374 0822.76047 10.1007/BF00849110
119. Pobitzer A, Peikert R, Fuchs R, Schindler B, Kuhn A, Theisel H, Matkovic K, Hauser H (2010) On the way towards topology based visualization of unsteady flow-the state of the art. In: Proceedings of EuroGraphics 2010 state of the art reports
120. Post F, van Walsum T (1995) Iconic techniques for feature visualization. IEEE Visualization'95, 288-295
121. Post FH, Vrolijk B, Hauser H, Laramee RS, Doleisch H (2002) Feature Extraction and Visualization of Flow Fields. Eurographics 2002 STAR
122. FH Post B Vrolijk H Hauser RS Laramee H Doleisch 2003 The state of the art in flow visualization. Feature extraction and tracking Comput Graph Forum 22 4 775 792 10.1111/j.1467-8659.2003.00723.x
123. Pothos S, Troolin D, Lai W, Menon R (2009) V3 V-volumetric three-component velocimetry for 3D flow measurements-main principle, theory and applications. Revista Termotehnica 2/2009
124. Y Pu H Meng 2005 Four-dimensional dynamic flow measurement by holographic particle image velocimetry Appl Opt 44 7697 7708 10.1364/AO.44.007697 (Pubitemid 43216965)
125. CS Pun A Susanto D Dabiri 2007 Mode-ratio bootstrapping method for PIV outlier correction Meas Sci Technol 18 3511 3522 10.1088/0957-0233/18/11/035 (Pubitemid 350132705)
126. Putze T (2008) Geometrische und stochastische Modelle zur Optimierung der Leistungsfähigkeit des 3D PTV. Ph.D. Thesis, Fakultät Forst-, Geo- und Hydro-wissenschaften, Dresden University of Technology
127. M Raffel M Gharib O Ronneberger J Kompenhans 1995 Feasibility study of three-dimensional PIV by correlating images of particles within parallel light sheet planes Exp Fluids 19 69 77 10.1007/BF00193856
128. M Raffel J Westerweel C Willert M Gharib J Kompenhans 1996 Analytical and experimental investigations of dual-plane particle image velocimetry Opt Eng 35 2067 2074 10.1117/1.600695 (Pubitemid 126674644)
129. Raffel M, Willert C, Wereley S, Kompenhans J (2007) Post-processing of PIV data in particle image velocimetry. A practical guide. Springer, Berlin, pp 177-208
130. F Reinders FH Post HJW Spoelder 2001 Visualization of time-dependent data using feature tracking and event detection Vis Comput 17 1 55 71 0972.68750 10.1007/PL00013399 (Pubitemid 32874226)
131. O Robinson D Rockwell 1993 Construction of three-dimensional images of flow structure via particle tracking techniques Exp Fluids 14 257 270 10.1007/BF00194017
132. F Sadlo R Peikert 2007 Efficient visualization of lagrangian coherent structures by filtered AMR ridge extraction Trans Vis Comput Graph 13 6 1456 1463 10.1109/TVCG.2007.70554 (Pubitemid 350076621)
133. F Sadlo D Weiskopf 2010 Time-dependent 2-D vector field topology: An approach inspired by lagrangian coherent structures Comput Graph Forum 29 88 100 10.1111/j.1467-8659.2009.01546.x
134. Sahner J, Weinkauf T, Teuber N, Hege HC (2007) Vortex and strain skeletons in eulerian and lagrangian frames. IEEE Trans Vis Comput Graph 13(5)
135. R Samtaney D Silver N Zabusky J Cao 1994 Visualizing features and tracking their evolution IEEC 27 7 20 27
136. A Sanna B Montrucchio P Montuschi 2000 A survey on visualization of vector fields by texture-based methods Recent Res Dev Pattern Recognit 1 1 13 27
137. Scarano F, Moore P (2010) An advection model to increase the time-resolution of PIV time-series. In: Proceedings of 15th international symposium on applications of laser technoques to fluid mechanics, Lisbon
138. F Scarano C Poelma 2009 Three-dimensional vorticity patterns of cylinder wakes Exp Fluids 47 69 83 10.1007/s00348-009-0629-2
139. F Scarano ML Riethmuller 2000 Advances in iterative multigrid PIV image processing Exp Fluids 29 S51 S60 10.1007/s003480070007
140. Schafhitzel T, Tejada E, Weiskopf D, Ertl T (2007) Point-based stream surfaces and path surfaces. Proceedings of graphics interface 2007, pp 289-296 (Pubitemid 47273865)
141. Schafhitzel T, Baysal K, Vaaraniemi M, Rist U, Weiskopf D (2010) Visualizing the evolution and interaction of vortices and shear layers in time-dependent 3D flow. IEEE Trans Vis Comput Graph (To appear)
142. Schiwietz T, Westermann R (2004) GPU-PIV, VMV
143. U Schnars WP Juptner 1994 Direct recording of holograms by a CCD target and numerical reconstruction Appl Opt 33 179 181 10.1364/AO.33.000179
144. U Schnars PO Jüptner 2002 Digital recording and numerical reconstruction of holograms Meas Sci Technol 13 85 101 10.1088/0957-0233/13/9/ 201
145. Schreer O (2005) Stereoanalyse und Bildsynthese. Springer, Berlin
146. A Schröder R Geisler K Staack GE Elsinga F Scarano B Wieneke A Henning C Poelma J Westerweel 2011 Eulerian and Lagrangian views of a turbulent boundary layer flow using time-resolved tomographic PIV Exp Fluids 50 1071 1091 10.1007/s00348-010-1014-x
147. Schroeder WJ, Volpe CR, Lorensen WE (1991) The stream polygon: a technique for 3D vector field visualization. In: Proceedings of IEEE visualization 91, Oct 22-25, San Diego, pp 126-132
148. S Shadden F Lekien J Marsden 2005 Definition and properties of Lagrangian coherent structures from finite-time Lyapunov exponents in two-dimensional aperiodic flows Phys D Nonlinear Phenom 212 271 304 2187513 1161.76487 10.1016/j.physd.2005.10.007 (Pubitemid 41705715)
149. Shen H-W, Kao DL (1997) UFLIC: a line integral convolution algorithm for visualizing unsteady flows. Proceedings visualization'97, pp 317-322
150. Shepard D (1968) A two-dimensional interpolation function for irregularly-spaced data. In: Proceedings of the 1968 ACM national conference, pp 517-524
151. L Sirovich 1987 Turbulence and the dynamics of coherent structures. Part I: coherent structures Q Appl Math XLV 561 571 910462
152. J Soria C Atkinson 2008 Towards 3C-3D digital holographic fluid velocity vector field measurement-tomographic digital holographic PIV Meas Sci Technol 19 12 10.1088/0957-0233/19/7/074002
153. RC Strawn DN Kenwright J Ahmad 1999 Computer visualization of vortex wake systems AIAA J 37 4 511 512 10.2514/2.744
154. H Stuer S Blaser 2000 Interpolation of scattered 3D PTV data to a regular grid Flow Turbul Combust 64 215 232 10.1023/A:1009904013148 (Pubitemid 32070182)
155. A Surana O Grunberg G Haller 2006 Exact theory of three-dimensional flow separation. Part1. Steady separation J Fluid Mech 564 57 103 2261859 1100.76056 10.1017/S0022112006001200 (Pubitemid 44419994)
156. Surana A, Jacobs G, Grunberg O, Haller G (2008) Exact theory of three-dimensional fixed unsteady separation. Phys Fluids 20(1-22)
157. Telea A, van Wijk J (2003) 3D IBFV: hardware-accelerated 3D flow visualization. IEEE visualization '03
158. Theisel H, Seidel HP (2003) Feature flow fields. In: Proceedings of joint eurographics-IEEE TCVG symposium on visualization (VisSym'03)
159. Theisel H, Weinkauf T, Hege HC, Seidel HP(2003) Saddle connectors-an approach to visualizing the topological skeleton of complex 3D vector fields. In: Proceedings of IEEE visualization 2003, Seattle
160. Theisel H, Sahner J, Weinkauf T, Hege H-C, Seidel HP (2005) Extraction of parallel vector surfaces in 3D time-dependent fields and applications to vortex core line tracking. Proceedings of IEEE visualization 2005
161. JD Trolinger RA Belz WM Farmer 1969 Holographic techniques for the study of dynamic particle fields Appl Opt 8 957 961 10.1364/AO.8.000957
162. S-K Ueng C Sikorski K-L Ma 1996 Efficient streamline, streamribbon, and streamtube constructions on unstructured grids IEEE Trans Vis Comput Graph 2 2 100 110 10.1109/2945.506222
163. C Upson T Faulhaber D Kamins D Laidlaw D Schlegel J Vroom R Gurwitz A van Dam 1998 The application visualization system: a computational environment for scientific visualization IEEE Comput Graph Appl 9 4 30 42 10.1109/38.31462
164. T van Walsum FH Post D Silver FJ Post 1996 Feature extraction and iconic visualization IEEE TVCG 2 2 111 119 (Pubitemid 126781396)
165. JJ van Wijk 1991 Spot noise texture synthesis for data visualization Comput Graph 91 309 318
166. Venugopal V, Patterson C, Shinpaugh K (2009) Accelerating particle image velocimetry using hybrid architectures. Symposium on application accelerators in high performance computing
167. Wegenkittl R, Gröller E (1997) Fast oriented line integral convolution for vector field visualization. Proceedings of visualization'97, 309-316
168. Weinkauf T, Theisel H (2010) Streak lines as tangent curves of a derived vector field. IEEE Trans Vis Comput Graph16(6) (Vis 2010 Best Paper Award)
169. J Westerweel F Scarano 2005 Universal outlier detection for PIV data Exp Fluids 39 1096 1100 10.1007/s00348-005-0016-6 (Pubitemid 41690293)
170. CE Willert M Gharib 1992 Three-dimensional particle imaging with a single camera Exp Fluids 12 353 358 10.1007/BF00193880
171. C Willert B Stasicki J Klinner S Moessner 2010 Pulsed operation of high-power light emitting diodes for imaging flow velocimetry Meas Sci Technol 21 11 10.1088/0957-0233/21/7/075402
172. Willneff J (2003) A spatio-temporal matching algorithm for 3D particle tracking velocimetry. ETH Zürich-Dissertation Nr. 15276
173. Wu JZ, Gu JW, Wu JM (1987) Steady three-dimensional fluid particle separation from arbitrary smooth surface and formation of free vortex layers. AIAA Paper 87-2348
174. H Xu 2008 Tracking Lagrangian trajectories in position-velocity space Meas Sci Technol 19 10
175. Yamamoto F, Uemura T, Iguchi M, Ohta J, Wada A, Mori K (1993) §DPTV based on binary image correlations method and its applications to a mixing flow with a bubbling jet. In: Brebbia CA, Carlomagno GM (eds) Computational methods and experimental measurements, vol 6. Springer, Berlin, pp 229-246
176. J Zhou RJ Adrian S Balachandar TM Kendall 1999 Mechanism for generating coherent packets of hairpin vortices in channel flow J Fluid Mech 387 353 396 1693393 0946.76030 10.1017/S002211209900467X
177. Zhu Y, Zhen T (2009) 3D multi-view autostereoscopic display and its key technologie. apcip, Asia-pacific conference on information processing, 2009, vol 2, pp 31-35
178. Zöckler M, Stalling D, Hege H (1996) Parallel line integral convolution.In: Proceedings first eurographics workshop on parallel graphic and visualization, pp 249-256