Performance evaluation of modified-hybrid radio tomographic imaging for human localization in outdoor environment

The accuracy is the main factor in developing the localization system. However, due to the environmental noise and interference, the accuracy of localization has been affected. Since Device-free Localization has a multipath problem, thus Radio Frequency Tomography (RTI) has been introduced. This app...

Full description

Saved in:
Bibliographic Details
Main Authors: Ab. Talib, Mat Hussin, Rahiman, Mohd. Hafiz Fazalul, Abdul Rahim, Ruzairi, Abdullah, M. S. M.
Format: Article
Language:English
Published: Malaysian Society for Computed Tomography & Imaging Technology (MyCT) 2021
Subjects:
Online Access:http://eprints.utm.my/id/eprint/97420/1/RuzairiAbdulRahim2021_PerformanceEvaluationofModifiedHybrid.pdf
http://eprints.utm.my/id/eprint/97420/
http://www.tssa.my/index.php/jtssa/article/view/160
Tags: Add Tag
No Tags, Be the first to tag this record!
id my.utm.97420
record_format eprints
spelling my.utm.974202022-10-10T07:26:31Z http://eprints.utm.my/id/eprint/97420/ Performance evaluation of modified-hybrid radio tomographic imaging for human localization in outdoor environment Ab. Talib, Mat Hussin Rahiman, Mohd. Hafiz Fazalul Abdul Rahim, Ruzairi Abdullah, M. S. M. TK Electrical engineering. Electronics Nuclear engineering The accuracy is the main factor in developing the localization system. However, due to the environmental noise and interference, the accuracy of localization has been affected. Since Device-free Localization has a multipath problem, thus Radio Frequency Tomography (RTI) has been introduced. This approach is used to localize the human position. This approach offers great potential in monitoring activities especially in perimeter surveillance application. Conventionally, RTI uses Linear Back Projection algorithm (LBP) to reconstruct the tomographic image. However, this algorithm suffers with the ill-posed problem caused by back-projection and the smearing effect due to the overlapping image. This leads to a low-quality tomographic image projection. To improve the quality tomographic image, several regularization approaches has been introduced by other researchers. However, because the target occupies only a small amount of space compared to the entire area monitored, the resulting image is blurred with noise. Therefore, this paper proposed a Modified Hybrid Radio Tomographic Imaging (HRTI-M). Through this proposed method, the area smeared on the RTI image has been reduced. Moreover, the average error of the reconstruction area has been able to be reduced from more than 3% to less than 1%. Malaysian Society for Computed Tomography & Imaging Technology (MyCT) 2021-03 Article PeerReviewed application/pdf en http://eprints.utm.my/id/eprint/97420/1/RuzairiAbdulRahim2021_PerformanceEvaluationofModifiedHybrid.pdf Ab. Talib, Mat Hussin and Rahiman, Mohd. Hafiz Fazalul and Abdul Rahim, Ruzairi and Abdullah, M. S. M. (2021) Performance evaluation of modified-hybrid radio tomographic imaging for human localization in outdoor environment. Journal of Tomography System & Sensors Application, 4 (1). pp. 137-146. ISSN 2636-9133 http://www.tssa.my/index.php/jtssa/article/view/160 NA
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 TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Ab. Talib, Mat Hussin
Rahiman, Mohd. Hafiz Fazalul
Abdul Rahim, Ruzairi
Abdullah, M. S. M.
Performance evaluation of modified-hybrid radio tomographic imaging for human localization in outdoor environment
description The accuracy is the main factor in developing the localization system. However, due to the environmental noise and interference, the accuracy of localization has been affected. Since Device-free Localization has a multipath problem, thus Radio Frequency Tomography (RTI) has been introduced. This approach is used to localize the human position. This approach offers great potential in monitoring activities especially in perimeter surveillance application. Conventionally, RTI uses Linear Back Projection algorithm (LBP) to reconstruct the tomographic image. However, this algorithm suffers with the ill-posed problem caused by back-projection and the smearing effect due to the overlapping image. This leads to a low-quality tomographic image projection. To improve the quality tomographic image, several regularization approaches has been introduced by other researchers. However, because the target occupies only a small amount of space compared to the entire area monitored, the resulting image is blurred with noise. Therefore, this paper proposed a Modified Hybrid Radio Tomographic Imaging (HRTI-M). Through this proposed method, the area smeared on the RTI image has been reduced. Moreover, the average error of the reconstruction area has been able to be reduced from more than 3% to less than 1%.
format Article
author Ab. Talib, Mat Hussin
Rahiman, Mohd. Hafiz Fazalul
Abdul Rahim, Ruzairi
Abdullah, M. S. M.
author_facet Ab. Talib, Mat Hussin
Rahiman, Mohd. Hafiz Fazalul
Abdul Rahim, Ruzairi
Abdullah, M. S. M.
author_sort Ab. Talib, Mat Hussin
title Performance evaluation of modified-hybrid radio tomographic imaging for human localization in outdoor environment
title_short Performance evaluation of modified-hybrid radio tomographic imaging for human localization in outdoor environment
title_full Performance evaluation of modified-hybrid radio tomographic imaging for human localization in outdoor environment
title_fullStr Performance evaluation of modified-hybrid radio tomographic imaging for human localization in outdoor environment
title_full_unstemmed Performance evaluation of modified-hybrid radio tomographic imaging for human localization in outdoor environment
title_sort performance evaluation of modified-hybrid radio tomographic imaging for human localization in outdoor environment
publisher Malaysian Society for Computed Tomography & Imaging Technology (MyCT)
publishDate 2021
url http://eprints.utm.my/id/eprint/97420/1/RuzairiAbdulRahim2021_PerformanceEvaluationofModifiedHybrid.pdf
http://eprints.utm.my/id/eprint/97420/
http://www.tssa.my/index.php/jtssa/article/view/160
_version_ 1748180456969338880
score 13.160551