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Erschienen in: Experiments in Fluids 3/2022

01.03.2022 | Research Article

A modified Richardson–Lucy deconvolution for rapid reconstruction of light field μPIV

verfasst von: Mengtao Gu, Jian Li, Chuanlong Xu

Erschienen in: Experiments in Fluids | Ausgabe 3/2022

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Abstract

Light field micro-particle image velocimetry (LF-μPIV) can achieve the accurate measurement of the three-dimensional microflow through the high-resolution reconstruction algorithm of tracer particle distribution in measurement volume such as Richardson–Lucy deconvolution (RLD). However, RLD is time-consuming, which significantly lowers the efficiency of the particle distribution reconstruction in LF-μPIV. Considering the sparse characteristic of particle distribution in measurement volume of LF-μPIV, a modified Richardson–Lucy deconvolution (MRLD) is proposed to improve the reconstruction efficiency in this paper. The convolutions of the voxel matrixes in measurement volume and their point spread functions are replaced by the sum of the products of the non-zero voxels in measurement volume and their corresponding point spread function. This greatly eliminates the redundant calculations caused by the zero voxels in measurement volume, and thus effectively decreases the reconstruction time. Further, the applicable condition and appropriate threshold of MRLD are numerically analyzed and determined, and its performance is compared with that of RLD. Experiments are also performed in a rectangular microchannel to verify the feasibility of the proposed MRLD. Results demonstrated that MRLD is more than 2 times faster than RLD to reconstruct the particle distribution with identical reconstruction quality and measurement accuracy in measurement volume.

Graphical abstract

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Literatur
Zurück zum Zitat Agarwal RK, Yun K-Y, Balakrishnan R (2001) Beyond Navier–Stokes: Burnett equations for flows in the continuum–transition regime. Phys Fluids 13:3061–3085CrossRef Agarwal RK, Yun K-Y, Balakrishnan R (2001) Beyond Navier–Stokes: Burnett equations for flows in the continuum–transition regime. Phys Fluids 13:3061–3085CrossRef
Zurück zum Zitat Ahmed H, Stokke BT (2021) Fabrication of monodisperse alginate microgel beads by microfluidic picoinjection: a chelate free approach. Lab Chip 21:2232–2243CrossRef Ahmed H, Stokke BT (2021) Fabrication of monodisperse alginate microgel beads by microfluidic picoinjection: a chelate free approach. Lab Chip 21:2232–2243CrossRef
Zurück zum Zitat Broxton M, Grosenick L, Yang S et al (2013) Wave optics theory and 3-D deconvolution for the light field microscope. Opt Express 21:25418–25439CrossRef Broxton M, Grosenick L, Yang S et al (2013) Wave optics theory and 3-D deconvolution for the light field microscope. Opt Express 21:25418–25439CrossRef
Zurück zum Zitat Cao L, Zhang B, Li J, Song X, Tang Z, Xu C (2019) Characteristics of tomographic reconstruction of light-field Tomo-PIV. Opt Commun 442:132–147CrossRef Cao L, Zhang B, Li J, Song X, Tang Z, Xu C (2019) Characteristics of tomographic reconstruction of light-field Tomo-PIV. Opt Commun 442:132–147CrossRef
Zurück zum Zitat Cao L, Zhang B, Hossain MM, Li J, Xu C (2021) Tomographic reconstruction of light field PIV based on a backward ray-tracing technique. Meas Sci Technol 32:044007CrossRef Cao L, Zhang B, Hossain MM, Li J, Xu C (2021) Tomographic reconstruction of light field PIV based on a backward ray-tracing technique. Meas Sci Technol 32:044007CrossRef
Zurück zum Zitat Chen W, Pinho B, Hartman RL (2017) Flash crystallization kinetics of methane (sI) hydrate in a thermoelectrically-cooled microreactor. Lab Chip 17:3051–3060CrossRef Chen W, Pinho B, Hartman RL (2017) Flash crystallization kinetics of methane (sI) hydrate in a thermoelectrically-cooled microreactor. Lab Chip 17:3051–3060CrossRef
Zurück zum Zitat Cohen N, Yang S, Andalman A et al (2014) Enhancing the performance of the light field microscope using wavefront coding. Opt Express 22:24817–24839CrossRef Cohen N, Yang S, Andalman A et al (2014) Enhancing the performance of the light field microscope using wavefront coding. Opt Express 22:24817–24839CrossRef
Zurück zum Zitat Di Carlo D, Irimia D, Tompkins RG, Toner M (2007) Continuous inertial focusing, ordering, and separation of particles in microchannels. Proc Natl Acad Sci USA 104:18892–18897CrossRef Di Carlo D, Irimia D, Tompkins RG, Toner M (2007) Continuous inertial focusing, ordering, and separation of particles in microchannels. Proc Natl Acad Sci USA 104:18892–18897CrossRef
Zurück zum Zitat Elsinga GE, Scarano F, Wieneke B, van Oudheusden BW (2006) Tomographic particle image velocimetry. Exp Fluids 41:933–947CrossRef Elsinga GE, Scarano F, Wieneke B, van Oudheusden BW (2006) Tomographic particle image velocimetry. Exp Fluids 41:933–947CrossRef
Zurück zum Zitat Fahringer TW, Thurow BS (2016) Filtered refocusing: a volumetric reconstruction algorithm for plenoptic-PIV. Meas Sci Technol 27:094005CrossRef Fahringer TW, Thurow BS (2016) Filtered refocusing: a volumetric reconstruction algorithm for plenoptic-PIV. Meas Sci Technol 27:094005CrossRef
Zurück zum Zitat Kim S, Lee SJ (2007) Measurement of 3D laminar flow inside a micro tube using micro digital holographic particle tracking velocimetry. J Micromech Microeng 17:2157CrossRef Kim S, Lee SJ (2007) Measurement of 3D laminar flow inside a micro tube using micro digital holographic particle tracking velocimetry. J Micromech Microeng 17:2157CrossRef
Zurück zum Zitat Levoy M, Ng R, Adams A, Footer M, Horowitz M (2006) Light Field Microsc ACM Trans Graph 25:924–934CrossRef Levoy M, Ng R, Adams A, Footer M, Horowitz M (2006) Light Field Microsc ACM Trans Graph 25:924–934CrossRef
Zurück zum Zitat Li H, Guo C, Kim-Holzapfel D et al (2019) Fast, volumetric live-cell imaging using high-resolution light-field microscopy. Biomed Opt Express 10:29–49CrossRef Li H, Guo C, Kim-Holzapfel D et al (2019) Fast, volumetric live-cell imaging using high-resolution light-field microscopy. Biomed Opt Express 10:29–49CrossRef
Zurück zum Zitat Lindken R, Westerweel J, Wieneke B (2006) Stereoscopic micro particle image velocimetry. Exp Fluids 41:161–171CrossRef Lindken R, Westerweel J, Wieneke B (2006) Stereoscopic micro particle image velocimetry. Exp Fluids 41:161–171CrossRef
Zurück zum Zitat Liu Z, Li M, Pang Y, Zhang L, Ren Y, Wang J (2019) Flow characteristics inside droplets moving in a curved microchannel with rectangular section. Phys Fluids 31:022004CrossRef Liu Z, Li M, Pang Y, Zhang L, Ren Y, Wang J (2019) Flow characteristics inside droplets moving in a curved microchannel with rectangular section. Phys Fluids 31:022004CrossRef
Zurück zum Zitat Lu Z, Wu J, Qiao H et al (2019) Phase-space deconvolution for light field microscopy. Opt Express 27:18131–18145CrossRef Lu Z, Wu J, Qiao H et al (2019) Phase-space deconvolution for light field microscopy. Opt Express 27:18131–18145CrossRef
Zurück zum Zitat Lucy LB (1974) An iterative technique for the rectification of observed distributions. Astron J 79:745CrossRef Lucy LB (1974) An iterative technique for the rectification of observed distributions. Astron J 79:745CrossRef
Zurück zum Zitat Nöbauer T, Skocek O, Pernía-Andrade AJ et al (2017) Video rate volumetric Ca2+ imaging across cortex using seeded iterative demixing (SID) microscopy. Nat Methods 14:811–818CrossRef Nöbauer T, Skocek O, Pernía-Andrade AJ et al (2017) Video rate volumetric Ca2+ imaging across cortex using seeded iterative demixing (SID) microscopy. Nat Methods 14:811–818CrossRef
Zurück zum Zitat Park JS, Choi CK, Kihm KD (2004) Optically sliced micro-PIV using confocal laser scanning microscopy (CLSM). Exp Fluids 37:105–119CrossRef Park JS, Choi CK, Kihm KD (2004) Optically sliced micro-PIV using confocal laser scanning microscopy (CLSM). Exp Fluids 37:105–119CrossRef
Zurück zum Zitat Park J, Choi C, Kihm K (2005) Temperature measurement for a nanoparticle suspension by detecting the Brownian motion using optical serial sectioning microscopy (OSSM). Meas Sci Technol 16:1418CrossRef Park J, Choi C, Kihm K (2005) Temperature measurement for a nanoparticle suspension by detecting the Brownian motion using optical serial sectioning microscopy (OSSM). Meas Sci Technol 16:1418CrossRef
Zurück zum Zitat Pégard NC, Liu H-Y, Antipa N, Gerlock M, Adesnik H, Waller L (2016) Compressive light-field microscopy for 3D neural activity recording. Optica 3:517–524CrossRef Pégard NC, Liu H-Y, Antipa N, Gerlock M, Adesnik H, Waller L (2016) Compressive light-field microscopy for 3D neural activity recording. Optica 3:517–524CrossRef
Zurück zum Zitat Prevedel R, Yoon Y-G, Hoffmann M et al (2014) Simultaneous whole-animal 3D imaging of neuronal activity using light-field microscopy. Nat Methods 11:727–730CrossRef Prevedel R, Yoon Y-G, Hoffmann M et al (2014) Simultaneous whole-animal 3D imaging of neuronal activity using light-field microscopy. Nat Methods 11:727–730CrossRef
Zurück zum Zitat Raffel M, Willert CE, Scarano F, Kähler CJ, Wereley ST, Kompenhans J (2018) Particle image velocimetry: a practical guide. Springer, BerlinCrossRef Raffel M, Willert CE, Scarano F, Kähler CJ, Wereley ST, Kompenhans J (2018) Particle image velocimetry: a practical guide. Springer, BerlinCrossRef
Zurück zum Zitat Richardson WH (1972) Bayesian-based iterative method of image restoration. J Opt Soc Am 62:55–59CrossRef Richardson WH (1972) Bayesian-based iterative method of image restoration. J Opt Soc Am 62:55–59CrossRef
Zurück zum Zitat Sarder P, Nehorai A (2006) Deconvolution methods for 3-D fluorescence microscopy images. IEEE Signal Process Mag 23:32–45CrossRef Sarder P, Nehorai A (2006) Deconvolution methods for 3-D fluorescence microscopy images. IEEE Signal Process Mag 23:32–45CrossRef
Zurück zum Zitat Scarano F, Riethmuller ML (2000) Advances in iterative multigrid PIV image processing. Exp Fluids 29:S051–S060CrossRef Scarano F, Riethmuller ML (2000) Advances in iterative multigrid PIV image processing. Exp Fluids 29:S051–S060CrossRef
Zurück zum Zitat Sheng J, Malkiel E, Katz J (2006) Digital holographic microscope for measuring three-dimensional particle distributions and motions. Appl Opt 45:3893–3901CrossRef Sheng J, Malkiel E, Katz J (2006) Digital holographic microscope for measuring three-dimensional particle distributions and motions. Appl Opt 45:3893–3901CrossRef
Zurück zum Zitat Shi S, Ding J, Atkinson C, Soria J, New TH (2018) A detailed comparison of single-camera light-field PIV and tomographic PIV. Exp Fluids 59:1–13CrossRef Shi S, Ding J, Atkinson C, Soria J, New TH (2018) A detailed comparison of single-camera light-field PIV and tomographic PIV. Exp Fluids 59:1–13CrossRef
Zurück zum Zitat Song X, Gu M, Cao L, Tang Z, Xu C (2019) A microparticle image velocimetry based on light field imaging. IEEE Sens J 19:9806–9817CrossRef Song X, Gu M, Cao L, Tang Z, Xu C (2019) A microparticle image velocimetry based on light field imaging. IEEE Sens J 19:9806–9817CrossRef
Zurück zum Zitat Song X, Li J, Gu M, Xu C (2020) Parameters optimization of light field micro-particle image velocimetry. Opt Commun 475:126302CrossRef Song X, Li J, Gu M, Xu C (2020) Parameters optimization of light field micro-particle image velocimetry. Opt Commun 475:126302CrossRef
Zurück zum Zitat Truscott TT, Belden J, Ni R, Pendlebury J, McEwen B (2017) Three-dimensional microscopic light field particle image velocimetry. Exp Fluids 58:16CrossRef Truscott TT, Belden J, Ni R, Pendlebury J, McEwen B (2017) Three-dimensional microscopic light field particle image velocimetry. Exp Fluids 58:16CrossRef
Zurück zum Zitat Wang Y, Shin J-H, Woodcock C, Yu X, Peles Y (2018) Experimental and numerical study about local heat transfer in a microchannel with a pin fin. Int J Heat Mass Transf 121:534–546CrossRef Wang Y, Shin J-H, Woodcock C, Yu X, Peles Y (2018) Experimental and numerical study about local heat transfer in a microchannel with a pin fin. Int J Heat Mass Transf 121:534–546CrossRef
Zurück zum Zitat Yan Y, Yan H, Yin S, Zhang L, Li L (2019) Single/multi-objective optimizations on hydraulic and thermal management in micro-channel heat sink with bionic Y-shaped fractal network by genetic algorithm coupled with numerical simulation. Int J Heat Mass Transf 129:468–479CrossRef Yan Y, Yan H, Yin S, Zhang L, Li L (2019) Single/multi-objective optimizations on hydraulic and thermal management in micro-channel heat sink with bionic Y-shaped fractal network by genetic algorithm coupled with numerical simulation. Int J Heat Mass Transf 129:468–479CrossRef
Zurück zum Zitat Yoon SY, Kim KC (2006) 3D particle position and 3D velocity field measurement in a microvolume via the defocusing concept. Meas Sci Technol 17:2897CrossRef Yoon SY, Kim KC (2006) 3D particle position and 3D velocity field measurement in a microvolume via the defocusing concept. Meas Sci Technol 17:2897CrossRef
Zurück zum Zitat Zeng L, Balachandar S, Fischer P (2005) Wall-induced forces on a rigid sphere at finite Reynolds number. J Fluid Mech 536:1–25CrossRef Zeng L, Balachandar S, Fischer P (2005) Wall-induced forces on a rigid sphere at finite Reynolds number. J Fluid Mech 536:1–25CrossRef
Zurück zum Zitat Zhu X, Zhang B, Li J, Xu C (2020) Volumetric resolution of light field imaging and its effect on the reconstruction of light field PIV. Opt Commun 462:125263CrossRef Zhu X, Zhang B, Li J, Xu C (2020) Volumetric resolution of light field imaging and its effect on the reconstruction of light field PIV. Opt Commun 462:125263CrossRef
Zurück zum Zitat Zhu X, Wu Z, Li J, Zhang B, Xu C (2021) A pre-recognition SART algorithm for the volumetric reconstruction of the light field PIV. Opt Lasers Eng 143:106625CrossRef Zhu X, Wu Z, Li J, Zhang B, Xu C (2021) A pre-recognition SART algorithm for the volumetric reconstruction of the light field PIV. Opt Lasers Eng 143:106625CrossRef
Metadaten
Titel
A modified Richardson–Lucy deconvolution for rapid reconstruction of light field μPIV
verfasst von
Mengtao Gu
Jian Li
Chuanlong Xu
Publikationsdatum
01.03.2022
Verlag
Springer Berlin Heidelberg
Erschienen in
Experiments in Fluids / Ausgabe 3/2022
Print ISSN: 0723-4864
Elektronische ISSN: 1432-1114
DOI
https://doi.org/10.1007/s00348-022-03407-8

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