Skip to main content
Erschienen in: Experiments in Fluids 5/2012

01.11.2012 | Research Article

Denoising of time-resolved PIV for accurate measurement of turbulence spectra and reduced error in derivatives

verfasst von: A. R. Oxlade, P. C. Valente, B. Ganapathisubramani, J. F. Morrison

Erschienen in: Experiments in Fluids | Ausgabe 5/2012

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The accuracy of time-resolved PIV (TRPIV) turbulence measurements is limited by white noise, which reduces the signal-to-noise ratio (SNR) of small-scale velocity fluctuations. This paper demonstrates a novel energy filter that extends the concept of spectral noise subtraction to the time domain. The filter is equivalent to the spectral subtraction of white noise energy, and therefore it can recover the true signal energy. Its effectiveness is evaluated by comparing two-component (2C) TRPIV and constant temperature anemometry (CTA) measurements performed in grid-generated turbulence (Re λ = 90). The denoised PIV measurements exhibit a SNR equivalent to those of a high-performance CTA system. The temporal spectra of velocity fluctuations and derivatives are accurately recovered, with an improvement in dynamic range by a factor of \(\fancyscript{O}(10^3)\). The error in dissipation estimates derived from the frequency spectrum is reduced to approximately 2 %. The correlation coefficient between spatial gradients computed directly and those computed via Taylor’s hypothesis improves from 0.83 to 0.95. The mean-square error reduction is found to be equivalent in the frequency and wavenumber domains, although we observe that frequency domain filtering has a limited ability to improve the SNR of spatial spectra at high wavenumbers. The performance of the energy filter is shown to be sensitive to the convergence of the measured spectra; therefore, we provide sampling criteria to ensure optimal implementation in measurements of turbulent flows.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Anhänge
Nur mit Berechtigung zugänglich
Literatur
Zurück zum Zitat Adrian RJ, Westerweel J (2011) Particle image velocimetry. Cambridge University Press, Cambridge Adrian RJ, Westerweel J (2011) Particle image velocimetry. Cambridge University Press, Cambridge
Zurück zum Zitat Bruun HH (1995) Hot-wire anemometry: Principles and Signal Analysis. Oxford University Press, Oxford Bruun HH (1995) Hot-wire anemometry: Principles and Signal Analysis. Oxford University Press, Oxford
Zurück zum Zitat Christensen K (2003) The influence of peak-locking errors on turbulence statistics computed from PIV ensembles. Exp Fluids 36:484–479CrossRef Christensen K (2003) The influence of peak-locking errors on turbulence statistics computed from PIV ensembles. Exp Fluids 36:484–479CrossRef
Zurück zum Zitat Dahm WJA, Southerland KB (1997) Experimental assessment of Taylor’s hypothesis and its applicability to dissipation estimates in turbulent flows. Phys Fluids 9:2101–2107CrossRef Dahm WJA, Southerland KB (1997) Experimental assessment of Taylor’s hypothesis and its applicability to dissipation estimates in turbulent flows. Phys Fluids 9:2101–2107CrossRef
Zurück zum Zitat Dennis DJC, Nickels TB (2008) On the limitation of Taylor’s hypothesis in constructing long structures in a turbulent boundary layer. J Fluid Mech 614:197–206MathSciNetMATHCrossRef Dennis DJC, Nickels TB (2008) On the limitation of Taylor’s hypothesis in constructing long structures in a turbulent boundary layer. J Fluid Mech 614:197–206MathSciNetMATHCrossRef
Zurück zum Zitat Foucaut JM, Carlier J, Stanislas M (2004) PIV optimization for the study of turbulent flow using spectral analysis. Meas Sci Technol 15:1046–1048CrossRef Foucaut JM, Carlier J, Stanislas M (2004) PIV optimization for the study of turbulent flow using spectral analysis. Meas Sci Technol 15:1046–1048CrossRef
Zurück zum Zitat Freymuth P (1977) Frequency response and electronic testing for constant-temperature hot-wire anemometers. J Phys E Sci Instrum 10(7):705–710CrossRef Freymuth P (1977) Frequency response and electronic testing for constant-temperature hot-wire anemometers. J Phys E Sci Instrum 10(7):705–710CrossRef
Zurück zum Zitat Ganapathisubramani B, Lakshiminarasimhan K, Clemens NT (2007) Determination of complete velocity gradient tensor by using cinematographic sterescopic PIV in a turbulent jet. Exp Fluids 42:923–929CrossRef Ganapathisubramani B, Lakshiminarasimhan K, Clemens NT (2007) Determination of complete velocity gradient tensor by using cinematographic sterescopic PIV in a turbulent jet. Exp Fluids 42:923–929CrossRef
Zurück zum Zitat Lavoie P, Avallone G, Gregorio FD, Romano GP, Antonia RA (2007) Spatial resolution of PIV for the measurement of turbulence. Exp Fluids 43:39–51CrossRef Lavoie P, Avallone G, Gregorio FD, Romano GP, Antonia RA (2007) Spatial resolution of PIV for the measurement of turbulence. Exp Fluids 43:39–51CrossRef
Zurück zum Zitat Mi J, Antonia RA (1994) Corrections to Taylor’s hypothesis in a turbulent circular jet. Phys Fluids 6:1548–1552MATHCrossRef Mi J, Antonia RA (1994) Corrections to Taylor’s hypothesis in a turbulent circular jet. Phys Fluids 6:1548–1552MATHCrossRef
Zurück zum Zitat Press WH, Teukolsky SA, Vetterling WT, Flannery BP (1988) Numerical Recipes in C: The Art of Scientific Computing, 2nd edn. Cambridge University Press, CambridgeMATH Press WH, Teukolsky SA, Vetterling WT, Flannery BP (1988) Numerical Recipes in C: The Art of Scientific Computing, 2nd edn. Cambridge University Press, CambridgeMATH
Zurück zum Zitat Raffel M, Willert C, Wereley S, Kompenhans J (2007) Particle image velocimetry: a practical guide, 2nd edn. Springer, New York Raffel M, Willert C, Wereley S, Kompenhans J (2007) Particle image velocimetry: a practical guide, 2nd edn. Springer, New York
Zurück zum Zitat Vétel J, Garon A, Pelletier D (2011) Denoising methods for time-resolved PIV measurements. Exp Fluids 51:893–916CrossRef Vétel J, Garon A, Pelletier D (2011) Denoising methods for time-resolved PIV measurements. Exp Fluids 51:893–916CrossRef
Zurück zum Zitat Wang GH, Clemens NT, Varghese PL (2005) Two-point, high-repetition-rate Rayleigh thermometry in flames: techniques to correct for apparent dissipation induced by noise. Appl Opt 44(31):6741–6751CrossRef Wang GH, Clemens NT, Varghese PL (2005) Two-point, high-repetition-rate Rayleigh thermometry in flames: techniques to correct for apparent dissipation induced by noise. Appl Opt 44(31):6741–6751CrossRef
Zurück zum Zitat Wänström M, George WK, Meyer K (2009) Spatial spectra of jet turbulence measured by particle image velocimetry. In: 8th international symposium on particle image velocimetry, Melbourne, Australia Wänström M, George WK, Meyer K (2009) Spatial spectra of jet turbulence measured by particle image velocimetry. In: 8th international symposium on particle image velocimetry, Melbourne, Australia
Zurück zum Zitat Wieneke B, Pfeiffer K (2010) Adaptive PIV with variable interrogation window size and shape. In: 15th international symposium on applications of laser techniques to fluid mechanics, Lisbon, Portugal Wieneke B, Pfeiffer K (2010) Adaptive PIV with variable interrogation window size and shape. In: 15th international symposium on applications of laser techniques to fluid mechanics, Lisbon, Portugal
Zurück zum Zitat Willert C, Gharib M (1991) Digital particle image velocimetry. Exp Fluids 10:181–193CrossRef Willert C, Gharib M (1991) Digital particle image velocimetry. Exp Fluids 10:181–193CrossRef
Metadaten
Titel
Denoising of time-resolved PIV for accurate measurement of turbulence spectra and reduced error in derivatives
verfasst von
A. R. Oxlade
P. C. Valente
B. Ganapathisubramani
J. F. Morrison
Publikationsdatum
01.11.2012
Verlag
Springer-Verlag
Erschienen in
Experiments in Fluids / Ausgabe 5/2012
Print ISSN: 0723-4864
Elektronische ISSN: 1432-1114
DOI
https://doi.org/10.1007/s00348-012-1375-4

Weitere Artikel der Ausgabe 5/2012

Experiments in Fluids 5/2012 Zur Ausgabe

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.