An investigation of the performance of multi layer, neural networks applied to the analysis of PIV images

I. Grant, X. Pan

    Research output: Contribution to journalArticle

    Abstract

    An experimental investigation of freely rising spherical bubbles through a quiescent liquid is presented. The objective of the experiments is to examine the validity of a recently proposed history force expression for clean, spherical bubbles at finite Reynolds number (Mei et al. 1994). Excellent agreement between the measured and predicted bubble trajectory is obtained when using the proposed history force expression; the data presented herein thus provide an indirect validation of the history force expression. The range of Reynolds number and Weber Number based on the terminal velocity are 13 to 212 and 0.03 to 0.69, respectively. The history force expression is only applicable when the quiescent liquid is free of contaminants. Otherwise, both the steady and unsteady forces are difficult to predict because the liquid/ vapor interface is partially immobilized. © 1995 Springer-Verlag.

    Original languageEnglish
    Pages (from-to)159-166
    Number of pages8
    JournalExperiments in Fluids
    Volume19
    Issue number3
    DOIs
    Publication statusPublished - Jul 1995

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    Multilayer neural networks
    Liquids
    Reynolds number
    Bubbles (in fluids)
    Vapors
    Trajectories
    Impurities
    Experiments

    Cite this

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    abstract = "An experimental investigation of freely rising spherical bubbles through a quiescent liquid is presented. The objective of the experiments is to examine the validity of a recently proposed history force expression for clean, spherical bubbles at finite Reynolds number (Mei et al. 1994). Excellent agreement between the measured and predicted bubble trajectory is obtained when using the proposed history force expression; the data presented herein thus provide an indirect validation of the history force expression. The range of Reynolds number and Weber Number based on the terminal velocity are 13 to 212 and 0.03 to 0.69, respectively. The history force expression is only applicable when the quiescent liquid is free of contaminants. Otherwise, both the steady and unsteady forces are difficult to predict because the liquid/ vapor interface is partially immobilized. {\circledC} 1995 Springer-Verlag.",
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    An investigation of the performance of multi layer, neural networks applied to the analysis of PIV images. / Grant, I.; Pan, X.

    In: Experiments in Fluids, Vol. 19, No. 3, 07.1995, p. 159-166.

    Research output: Contribution to journalArticle

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