Multiscale Shannon’s Entropy Modeling of Orientation and Distance in Steel Fiber Micro-Tomography Data

Journal article


Chiverton, J. P, Ige, O, Barnett, S.J and Parry, T (2017). Multiscale Shannon’s Entropy Modeling of Orientation and Distance in Steel Fiber Micro-Tomography Data. IEEE Transactions on Image Processing. 26 (11), pp. 5284-5297. https://doi.org/10.1109/tip.2017.2722234
AuthorsChiverton, J. P, Ige, O, Barnett, S.J and Parry, T
Abstract

This work is concerned with the modelling and analysis of the orientation and distance between steel fibers in X-ray MicroTomography (XCT) data. The advantage of combining both orientation and separation in a model is that it helps provide a detailed understanding of how the steel fibers are arranged, which is easy to compare. The developed models are designed to summarise the randomness of the orientation distribution of the steel fibers both locally and across an entire volume based on multiscale entropy. Theoretical modelling, simulation and application to real imaging data are shown here. The theoretical modelling of multiscale entropy for orientation includes a proof showing the final form of the multiscale taken over a linear range of scales.
A series of image processing operations are also included to overcome interslice connectivity issues to help derive the statistical descriptions of the orientation distributions of the steel fibers. The results demonstrate that multiscale entropy provides unique insights into both simulated and real imaging data of steel fiber reinforced concrete.

Year2017
JournalIEEE Transactions on Image Processing
Journal citation26 (11), pp. 5284-5297
PublisherInstitute of Electrical and Electronics Engineers (IEEE)
ISSN1057-7149
Digital Object Identifier (DOI)https://doi.org/10.1109/tip.2017.2722234
Publication dates
Print30 Jun 2017
Publication process dates
Accepted30 Jun 2017
Deposited13 Mar 2020
Accepted author manuscript
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Open
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