JOURNAL ARTICLE

A maximum entropy reconstruction technique for tomographic particle image velocimetry

A. V. BilskyV. A. LozhkinД. М. МарковичM. P. Tokarev

Year: 2013 Journal:   Measurement Science and Technology Vol: 24 (4)Pages: 045301-045301   Publisher: IOP Publishing

Abstract

This paper studies a novel approach for reducing tomographic PIV computational complexity. The proposed approach is an algebraic reconstruction technique, termed MENT (maximum entropy). This technique computes the three-dimensional light intensity distribution several times faster than SMART, using at least ten times less memory. Additionally, the reconstruction quality remains nearly the same as with SMART. This paper presents the theoretical computation performance comparison for MENT, SMART and MART, followed by validation using synthetic particle images. Both the theoretical assessment and validation of synthetic images demonstrate significant computational time reduction. The data processing accuracy of MENT was compared to that of SMART in a slot jet experiment. A comparison of the average velocity profiles shows a high level of agreement between the results obtained with MENT and those obtained with SMART.

Keywords:
Computation Computer science Entropy (arrow of time) Particle image velocimetry Algorithm Algebraic number Tomographic reconstruction Algebraic Reconstruction Technique Iterative reconstruction Artificial intelligence Optics Mathematics Physics Mechanics Mathematical analysis

Metrics

13
Cited By
1.37
FWCI (Field Weighted Citation Impact)
22
Refs
0.82
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Fluid Dynamics and Turbulent Flows
Physical Sciences →  Engineering →  Computational Mechanics
Aerodynamics and Acoustics in Jet Flows
Physical Sciences →  Engineering →  Aerospace Engineering
Computational Fluid Dynamics and Aerodynamics
Physical Sciences →  Engineering →  Computational Mechanics

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