Two-dimensional and pseudo three-dimensional visualisation of foreign objects in milk carton using ultrasonic tomography.
This paper presents the development of two-dimensional and pseudo three-dimensional visualisation of foreign object in milk carton using ultrasonic tomography system. Mathematical modelling based on ultrasonic amplitude wave and correlation between ultrasonic projection distance and voltage sensor a...
Saved in:
Main Authors: | , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Oxford: Elsevier Ltd.
2022
|
Subjects: | |
Online Access: | http://eprints.utm.my/104560/1/MohdTaufiqMOhdKhairiSallehuddinIbrahimMohdAmriMdYunus2022_TwoDimensionalandPseudoThreeDimensionalVisualisation.pdf http://eprints.utm.my/104560/ http://dx.doi.org/10.1016/j.meafoo.2022.100027 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Institution: | Universiti Teknologi Malaysia |
Language: | English |
id |
my.utm.104560 |
---|---|
record_format |
eprints |
spelling |
my.utm.1045602024-02-14T05:58:22Z http://eprints.utm.my/104560/ Two-dimensional and pseudo three-dimensional visualisation of foreign objects in milk carton using ultrasonic tomography. Ibrahim, Sallehuddin Mohd. Khairi, Mohd. Taufiq Faramarzi, Mahdi Md. Yunus, Mohd. Amri T Technology (General) TK Electrical engineering. Electronics Nuclear engineering This paper presents the development of two-dimensional and pseudo three-dimensional visualisation of foreign object in milk carton using ultrasonic tomography system. Mathematical modelling based on ultrasonic amplitude wave and correlation between ultrasonic projection distance and voltage sensor are elaborated in this paper. Physical hazard contaminants such as metal, plastic, wood and glass materials were placed in the milk. The forward problem and the inverse problem of image reconstruction technique have been discussed briefly. 2D images of the contaminants are reconstructed using Linear Back-Projection (LBP) and Convolution Back-Projection (CBP) with Hanning, Hamming and Ram-Lak filter. A median filter technique has been combined to the algorithms for filtering noise of reconstructed images. The results show that image reconstruction using CBP-Ram-Lak has significantly yield the best image reconstruction for most tested phantoms. The application of median filter with 20 × 20 matrix have obtained a better image quality as they achieved the best values of PSNR and SSIM compared to non-median filter with 13.2765 and 0.7318, respectively for pairs of metal A - glass B (phantom Y-2). Pseudo three-dimensional (3D) image reconstruction for the foreign object has been carried out to provide more sufficient monitoring process in milk cartons. The 3D images were constructed based on stacking the 2D slice images in z-axis. Thus, the exact location of the object in the milk carton can be exposed clearly from various viewing angles. The results indicate that the ultrasonic tomography imaging system promises to be a non-invasive tool in quality monitoring especially for the detection of foreign objects in milk carton. Oxford: Elsevier Ltd. 2022-03-14 Article PeerReviewed application/pdf en http://eprints.utm.my/104560/1/MohdTaufiqMOhdKhairiSallehuddinIbrahimMohdAmriMdYunus2022_TwoDimensionalandPseudoThreeDimensionalVisualisation.pdf Ibrahim, Sallehuddin and Mohd. Khairi, Mohd. Taufiq and Faramarzi, Mahdi and Md. Yunus, Mohd. Amri (2022) Two-dimensional and pseudo three-dimensional visualisation of foreign objects in milk carton using ultrasonic tomography. Measurement: Food, 6 . pp. 1-18. ISSN 2772-2759 http://dx.doi.org/10.1016/j.meafoo.2022.100027 DOI: 10.1016/j.meafoo.2022.100027 |
institution |
Universiti Teknologi Malaysia |
building |
UTM Library |
collection |
Institutional Repository |
continent |
Asia |
country |
Malaysia |
content_provider |
Universiti Teknologi Malaysia |
content_source |
UTM Institutional Repository |
url_provider |
http://eprints.utm.my/ |
language |
English |
topic |
T Technology (General) TK Electrical engineering. Electronics Nuclear engineering |
spellingShingle |
T Technology (General) TK Electrical engineering. Electronics Nuclear engineering Ibrahim, Sallehuddin Mohd. Khairi, Mohd. Taufiq Faramarzi, Mahdi Md. Yunus, Mohd. Amri Two-dimensional and pseudo three-dimensional visualisation of foreign objects in milk carton using ultrasonic tomography. |
description |
This paper presents the development of two-dimensional and pseudo three-dimensional visualisation of foreign object in milk carton using ultrasonic tomography system. Mathematical modelling based on ultrasonic amplitude wave and correlation between ultrasonic projection distance and voltage sensor are elaborated in this paper. Physical hazard contaminants such as metal, plastic, wood and glass materials were placed in the milk. The forward problem and the inverse problem of image reconstruction technique have been discussed briefly. 2D images of the contaminants are reconstructed using Linear Back-Projection (LBP) and Convolution Back-Projection (CBP) with Hanning, Hamming and Ram-Lak filter. A median filter technique has been combined to the algorithms for filtering noise of reconstructed images. The results show that image reconstruction using CBP-Ram-Lak has significantly yield the best image reconstruction for most tested phantoms. The application of median filter with 20 × 20 matrix have obtained a better image quality as they achieved the best values of PSNR and SSIM compared to non-median filter with 13.2765 and 0.7318, respectively for pairs of metal A - glass B (phantom Y-2). Pseudo three-dimensional (3D) image reconstruction for the foreign object has been carried out to provide more sufficient monitoring process in milk cartons. The 3D images were constructed based on stacking the 2D slice images in z-axis. Thus, the exact location of the object in the milk carton can be exposed clearly from various viewing angles. The results indicate that the ultrasonic tomography imaging system promises to be a non-invasive tool in quality monitoring especially for the detection of foreign objects in milk carton. |
format |
Article |
author |
Ibrahim, Sallehuddin Mohd. Khairi, Mohd. Taufiq Faramarzi, Mahdi Md. Yunus, Mohd. Amri |
author_facet |
Ibrahim, Sallehuddin Mohd. Khairi, Mohd. Taufiq Faramarzi, Mahdi Md. Yunus, Mohd. Amri |
author_sort |
Ibrahim, Sallehuddin |
title |
Two-dimensional and pseudo three-dimensional visualisation of foreign objects in milk carton using ultrasonic tomography. |
title_short |
Two-dimensional and pseudo three-dimensional visualisation of foreign objects in milk carton using ultrasonic tomography. |
title_full |
Two-dimensional and pseudo three-dimensional visualisation of foreign objects in milk carton using ultrasonic tomography. |
title_fullStr |
Two-dimensional and pseudo three-dimensional visualisation of foreign objects in milk carton using ultrasonic tomography. |
title_full_unstemmed |
Two-dimensional and pseudo three-dimensional visualisation of foreign objects in milk carton using ultrasonic tomography. |
title_sort |
two-dimensional and pseudo three-dimensional visualisation of foreign objects in milk carton using ultrasonic tomography. |
publisher |
Oxford: Elsevier Ltd. |
publishDate |
2022 |
url |
http://eprints.utm.my/104560/1/MohdTaufiqMOhdKhairiSallehuddinIbrahimMohdAmriMdYunus2022_TwoDimensionalandPseudoThreeDimensionalVisualisation.pdf http://eprints.utm.my/104560/ http://dx.doi.org/10.1016/j.meafoo.2022.100027 |
_version_ |
1792147834249674752 |