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Erschienen in: Experiments in Fluids 1/2006

01.01.2006 | Research Article

Fluid experimental flow estimation based on an optical-flow scheme

verfasst von: T. Corpetti, D. Heitz, G. Arroyo, E. Mémin, A. Santa-Cruz

Erschienen in: Experiments in Fluids | Ausgabe 1/2006

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Abstract

We present in this paper a novel approach dedicated to the measurement of velocity in fluid experimental flows through image sequences. Unlike most of the methods based on particle image velocimetry (PIV) approaches used in that context, the proposed technique is an extension of “optical-flow” schemes used in the computer vision community, which includes a specific enhancement for fluid mechanics applications. The method we propose enables to provide accurate dense motion fields. It includes an image based integrated version of the continuity equation. This model is associated to a regularization functional, which preserve divergence and vorticity blobs of the motion field. The method was applied on synthetic images and on real experiments carried out to allow a thorough comparison with a state-of-the-art PIV method in conditions of strong local free shear.

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Literatur
Zurück zum Zitat Adrian R (1991) Particle imaging techniques for experimental fluid mechanics. Annal Rev Fluid Mech 23:261–304 Adrian R (1991) Particle imaging techniques for experimental fluid mechanics. Annal Rev Fluid Mech 23:261–304
Zurück zum Zitat Amini A (1994) A scalar function formulation for optical flow. In: Proceedings Europ Conf Computer Vision, pp 125–131 Amini A (1994) A scalar function formulation for optical flow. In: Proceedings Europ Conf Computer Vision, pp 125–131
Zurück zum Zitat Bannehr L, Rohn R, Warnecke G (1996) A functional analytic method to derive displacement vector fields from satellite image sequences. Int J Remote Sensing 17(2):383–392CrossRef Bannehr L, Rohn R, Warnecke G (1996) A functional analytic method to derive displacement vector fields from satellite image sequences. Int J Remote Sensing 17(2):383–392CrossRef
Zurück zum Zitat Barron J, Fleet D, Beauchemin S (1994) Performance of optical flow techniques. Int J Comput Vision 12(1):43–77CrossRef Barron J, Fleet D, Beauchemin S (1994) Performance of optical flow techniques. Int J Comput Vision 12(1):43–77CrossRef
Zurück zum Zitat Béréziat D, Herlin I, Younes L (2000) A generalized optical flow constraint and its physical interpretation. In: Proceedings Conf Comp Vision Pattern Rec, vol 2, pp 487–492, Hilton Head Island, South Carolina, USA, 2000 Béréziat D, Herlin I, Younes L (2000) A generalized optical flow constraint and its physical interpretation. In: Proceedings Conf Comp Vision Pattern Rec, vol 2, pp 487–492, Hilton Head Island, South Carolina, USA, 2000
Zurück zum Zitat Black M (1994) Recursive non-linear estimation of discontinuous flow fields. In: Proceedings Europ Conf Computer Vision, pp 138–145, Stockholm, Sweden, 1994 Black M (1994) Recursive non-linear estimation of discontinuous flow fields. In: Proceedings Europ Conf Computer Vision, pp 138–145, Stockholm, Sweden, 1994
Zurück zum Zitat Black M, Rangarajan A (1996) On the unification of line processes, outlier rejection, and robust statistics with applications in early vision. Int J Comput Vision 19(1):75–104CrossRef Black M, Rangarajan A (1996) On the unification of line processes, outlier rejection, and robust statistics with applications in early vision. Int J Comput Vision 19(1):75–104CrossRef
Zurück zum Zitat Bloor MS, Gerrard JH (1966) Measurements on turbulent vortices in a cylinder wake. Proc R Soc Lond 294:319–342 Bloor MS, Gerrard JH (1966) Measurements on turbulent vortices in a cylinder wake. Proc R Soc Lond 294:319–342
Zurück zum Zitat Cohen I, Herlin I (1999) Non uniform multiresolution method for optical flow and phase portrait models: environmental applications. Int J Comput Vision 33(1):29–49CrossRef Cohen I, Herlin I (1999) Non uniform multiresolution method for optical flow and phase portrait models: environmental applications. Int J Comput Vision 33(1):29–49CrossRef
Zurück zum Zitat Corpetti T, Mémin E, Pérez P (2002) Dense estimation of fluid flows. IEEE Trans Pattern Anal Mach Intell 24(3):365–380CrossRef Corpetti T, Mémin E, Pérez P (2002) Dense estimation of fluid flows. IEEE Trans Pattern Anal Mach Intell 24(3):365–380CrossRef
Zurück zum Zitat Fitzpatrick JM (1988) The existence of geometrical density-image transformations corresponding to object motion. Comput Vision Graph Image Proc 44(2):155–174CrossRefMathSciNet Fitzpatrick JM (1988) The existence of geometrical density-image transformations corresponding to object motion. Comput Vision Graph Image Proc 44(2):155–174CrossRefMathSciNet
Zurück zum Zitat Geman D, Reynolds G (1992) Constrained restoration and the recovery of discontinuities. IEEE Trans Pattern Anal Mach Intell 14(3):367–383CrossRef Geman D, Reynolds G (1992) Constrained restoration and the recovery of discontinuities. IEEE Trans Pattern Anal Mach Intell 14(3):367–383CrossRef
Zurück zum Zitat Gupta S, Prince J (1996) Stochastic models for div-curl optical flow methods. Signal Proc Lett 3(2):32–34CrossRef Gupta S, Prince J (1996) Stochastic models for div-curl optical flow methods. Signal Proc Lett 3(2):32–34CrossRef
Zurück zum Zitat Heitz D (1999) Etude expérimentale du sillage d’un barreau cylindrique se développant dans une couche de mélange plane turbulente. PhD thesis, Université de Poitiers, 1999 Heitz D (1999) Etude expérimentale du sillage d’un barreau cylindrique se développant dans une couche de mélange plane turbulente. PhD thesis, Université de Poitiers, 1999
Zurück zum Zitat Holland P, Welsch R (1977) Robust regression using iteratively reweighted least-squares. Commun Statis Theor Meth A6(9):813–827CrossRef Holland P, Welsch R (1977) Robust regression using iteratively reweighted least-squares. Commun Statis Theor Meth A6(9):813–827CrossRef
Zurück zum Zitat Horn B, Schunck B (1981) Determining optical flow. Artif Intell 17:185–203CrossRef Horn B, Schunck B (1981) Determining optical flow. Artif Intell 17:185–203CrossRef
Zurück zum Zitat Kornprobst P, Deriche R, Aubert G (1999) Image sequence analysis via partial differential equations. J Math Imaging Vis 11(1):5–26CrossRefMathSciNet Kornprobst P, Deriche R, Aubert G (1999) Image sequence analysis via partial differential equations. J Math Imaging Vis 11(1):5–26CrossRefMathSciNet
Zurück zum Zitat Larsen R, Conradsen K, Ersboll BK (1998) Estimation of dense image flow fields in fluids. IEEE Trans Geosci Remote sensing 36(1):256–264CrossRef Larsen R, Conradsen K, Ersboll BK (1998) Estimation of dense image flow fields in fluids. IEEE Trans Geosci Remote sensing 36(1):256–264CrossRef
Zurück zum Zitat Lecuona A, Ruiz-Rivas U, Rodriguez-Aumente P (2002) Near field vortex dynamics in axially forced, co-flowing jets: quantitative description of a low-frequency configuration. Euro J Mech B/Fluid 21:701–720CrossRefMATHMathSciNet Lecuona A, Ruiz-Rivas U, Rodriguez-Aumente P (2002) Near field vortex dynamics in axially forced, co-flowing jets: quantitative description of a low-frequency configuration. Euro J Mech B/Fluid 21:701–720CrossRefMATHMathSciNet
Zurück zum Zitat Lourenco L, Krothapalli A (1995) On the accuracy of velocity and vorticity measurements with piv. Exp Fluid 18:421–428CrossRef Lourenco L, Krothapalli A (1995) On the accuracy of velocity and vorticity measurements with piv. Exp Fluid 18:421–428CrossRef
Zurück zum Zitat Lourenco L, Krothapalli A (2000) True resolution piv: a mesh-free second-order accurate algoritm. In: 10th International symposium on applications of laser techniques in fluid mechanics, Lisbon, Portugal, July 2000 Lourenco L, Krothapalli A (2000) True resolution piv: a mesh-free second-order accurate algoritm. In: 10th International symposium on applications of laser techniques in fluid mechanics, Lisbon, Portugal, July 2000
Zurück zum Zitat McKenna SP, McGillis WR (2002) Performance of digital image velocimetry processing techniques. Exp Fluid 32:106–115CrossRef McKenna SP, McGillis WR (2002) Performance of digital image velocimetry processing techniques. Exp Fluid 32:106–115CrossRef
Zurück zum Zitat Mémin E, Pérez P (1998) Dense estimation and object-based segmentation of the optical flow with robust techniques. IEEE Trans Image Process 7(5):703–719CrossRef Mémin E, Pérez P (1998) Dense estimation and object-based segmentation of the optical flow with robust techniques. IEEE Trans Image Process 7(5):703–719CrossRef
Zurück zum Zitat Mémin E, Pérez P (1998) A multigrid approach for hierarchical motion estimation. In: Proceedings of international conference on computer vision, pp 933–938, Bombay, India Mémin E, Pérez P (1998) A multigrid approach for hierarchical motion estimation. In: Proceedings of international conference on computer vision, pp 933–938, Bombay, India
Zurück zum Zitat Mémin E, Pérez P (1999) Fluid motion recovery by coupling dense and parametric motion fields. In: Proceedings of international conference on computer vision, vol 3, pp 732–736, Corfou, Greece Mémin E, Pérez P (1999) Fluid motion recovery by coupling dense and parametric motion fields. In: Proceedings of international conference on computer vision, vol 3, pp 732–736, Corfou, Greece
Zurück zum Zitat Mémin E, Pérez P (2002) Hierarchical estimation and segmentation of dense motion fields. Int J Comput Vision 46(2):129–155CrossRefMATH Mémin E, Pérez P (2002) Hierarchical estimation and segmentation of dense motion fields. Int J Comput Vision 46(2):129–155CrossRefMATH
Zurück zum Zitat Nogueira J, Lecuona A, Rodriguez PA (2001) Identification of a new source of peak locking, analysis and its removal in conventional and super-resolution PIV techniques. Exp Fluid 30:309–316CrossRef Nogueira J, Lecuona A, Rodriguez PA (2001) Identification of a new source of peak locking, analysis and its removal in conventional and super-resolution PIV techniques. Exp Fluid 30:309–316CrossRef
Zurück zum Zitat Nomura A, Miike H, Koga K (1991) Field theory approach for determining optical flow. Pattern Recogn Lett 12(3):183–190CrossRef Nomura A, Miike H, Koga K (1991) Field theory approach for determining optical flow. Pattern Recogn Lett 12(3):183–190CrossRef
Zurück zum Zitat Okamoto K, Nishio S, Saga T, Kobayashi T (2000) Standard images for PIV. MST 11, pp 685–691 Okamoto K, Nishio S, Saga T, Kobayashi T (2000) Standard images for PIV. MST 11, pp 685–691
Zurück zum Zitat Quénot GM (1999) Performance evaluation of an optical flow technique applied to PIV using the VSJ standard images. In: 3rd International workshop on PIV, pp 579–584 Quénot GM (1999) Performance evaluation of an optical flow technique applied to PIV using the VSJ standard images. In: 3rd International workshop on PIV, pp 579–584
Zurück zum Zitat Quénot GM, Pakleza J, Kowalewski A (1998) Particle image velocimetry with optical flow. Exp Fluid 25(3):177–189CrossRef Quénot GM, Pakleza J, Kowalewski A (1998) Particle image velocimetry with optical flow. Exp Fluid 25(3):177–189CrossRef
Zurück zum Zitat Raffel M, Willert C, Kompenhans J (2000) Particle image velocimetry. Springer, Berlin Heidelberg New York Raffel M, Willert C, Kompenhans J (2000) Particle image velocimetry. Springer, Berlin Heidelberg New York
Zurück zum Zitat Ruhnau P, Kohlberger T, Schnörr C, Nobach H (2005) Variational optical flow estimation for particle image velocimetry. Exp Fluids, pp 21–32 Ruhnau P, Kohlberger T, Schnörr C, Nobach H (2005) Variational optical flow estimation for particle image velocimetry. Exp Fluids, pp 21–32
Zurück zum Zitat Scarano F, Reithmuller LM (2000) Advances in iterative multigrid piv image processing. Exp Fluids [Suppl]:S51–S60 Scarano F, Reithmuller LM (2000) Advances in iterative multigrid piv image processing. Exp Fluids [Suppl]:S51–S60
Zurück zum Zitat Schunk BG (1984) The motion constraint equation for optical flow. In: Proceedings Int Conf Pattern Recognition, pp 20–22, Montreal Schunk BG (1984) The motion constraint equation for optical flow. In: Proceedings Int Conf Pattern Recognition, pp 20–22, Montreal
Zurück zum Zitat Song SM, Leahy RM (1991) Computation of 3D velocity fields from 3D cine and CT images of human heart. IEEE Trans Med Imaging 10(3):295–306CrossRef Song SM, Leahy RM (1991) Computation of 3D velocity fields from 3D cine and CT images of human heart. IEEE Trans Med Imaging 10(3):295–306CrossRef
Zurück zum Zitat Suter D (1994) Motion estimation and vector splines. In: Proceedings Conf Comp Vision Pattern Rec, pp 939–942, Seattle, USA, June 1994 Suter D (1994) Motion estimation and vector splines. In: Proceedings Conf Comp Vision Pattern Rec, pp 939–942, Seattle, USA, June 1994
Zurück zum Zitat Wallace J, Foss J (1995) The measurement of vorticity in turbulent flows. Annu Rev Fluid Mech 27:469–514CrossRef Wallace J, Foss J (1995) The measurement of vorticity in turbulent flows. Annu Rev Fluid Mech 27:469–514CrossRef
Zurück zum Zitat Wereley ST, Meinhart CD (2001) Second-order accurate particule image velocimetry. Exp Fluid 31:258–268CrossRef Wereley ST, Meinhart CD (2001) Second-order accurate particule image velocimetry. Exp Fluid 31:258–268CrossRef
Zurück zum Zitat Wernert P, Geissler W, Raffel M, Kompenhans J (1996) Experimental and numerical investigations of dynamic stall on a pitching airfoil. AIAA J 34(5):982–989CrossRef Wernert P, Geissler W, Raffel M, Kompenhans J (1996) Experimental and numerical investigations of dynamic stall on a pitching airfoil. AIAA J 34(5):982–989CrossRef
Zurück zum Zitat Wildes R, Amabile M, Lanzillotto AM, Leu TS (1997) Physically based fluid flow recovery from image sequences. In: Proceedings Conf Comp Vision Pattern Rec, pp 969–975 Wildes R, Amabile M, Lanzillotto AM, Leu TS (1997) Physically based fluid flow recovery from image sequences. In: Proceedings Conf Comp Vision Pattern Rec, pp 969–975
Zurück zum Zitat Willert CE, Gharib M (1991) Digital particle image velocimetry. Exp Fluid 10:181–193CrossRef Willert CE, Gharib M (1991) Digital particle image velocimetry. Exp Fluid 10:181–193CrossRef
Zurück zum Zitat Zhou L, Kambhamettu C, Goldgof D (2000) Fluid structure and motion analysis from multi-spectrum 2D cloud images sequences. In: Proceedings Conf Comp Vision Pattern Rec, vol 2, pp 744–751, Hilton Head Island, South Carolina, USA, 2000 Zhou L, Kambhamettu C, Goldgof D (2000) Fluid structure and motion analysis from multi-spectrum 2D cloud images sequences. In: Proceedings Conf Comp Vision Pattern Rec, vol 2, pp 744–751, Hilton Head Island, South Carolina, USA, 2000
Metadaten
Titel
Fluid experimental flow estimation based on an optical-flow scheme
verfasst von
T. Corpetti
D. Heitz
G. Arroyo
E. Mémin
A. Santa-Cruz
Publikationsdatum
01.01.2006
Verlag
Springer-Verlag
Erschienen in
Experiments in Fluids / Ausgabe 1/2006
Print ISSN: 0723-4864
Elektronische ISSN: 1432-1114
DOI
https://doi.org/10.1007/s00348-005-0048-y

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