Cargando…

Implementation of and Experimentation with Ground-Penetrating Radar for Real-Time Automatic Detection of Buried Improvised Explosive Devices

This paper proposes the implementation of and experimentation with GPR for real-time automatic detection of buried IEDs. GPR, consisting of hardware and software, was implemented. A UWB antenna was designed and implemented, particularly for the operation of the GPR. The experiments were conducted in...

Descripción completa

Detalles Bibliográficos
Autores principales: Srimuk, Pachara, Boonpoonga, Akkarat, Kaemarungsi, Kamol, Athikulwongse, Krit, Dentri, Sitthichai
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9693345/
https://www.ncbi.nlm.nih.gov/pubmed/36433308
http://dx.doi.org/10.3390/s22228710
_version_ 1784837517359448064
author Srimuk, Pachara
Boonpoonga, Akkarat
Kaemarungsi, Kamol
Athikulwongse, Krit
Dentri, Sitthichai
author_facet Srimuk, Pachara
Boonpoonga, Akkarat
Kaemarungsi, Kamol
Athikulwongse, Krit
Dentri, Sitthichai
author_sort Srimuk, Pachara
collection PubMed
description This paper proposes the implementation of and experimentation with GPR for real-time automatic detection of buried IEDs. GPR, consisting of hardware and software, was implemented. A UWB antenna was designed and implemented, particularly for the operation of the GPR. The experiments were conducted in order to demonstrate the real-time automatic detection of buried IEDs using GPR with an R-CNN algorithm. In the experiments, the GPR was mounted on a pickup truck and a maintenance train in order to find the IEDs buried under a road and a railway, respectively. B-scan images were collected using the implemented GPR. R-CNN-based detection for the hyperbolic pattern, which indicates the buried IED, was performed along with pre-processing, for example, using zero offset removal, and background removal and filtering. Experimental results in terms of detecting the hyperbolic pattern in B-scan images were shown and verified that the proposed GPR system is superior to the conventional one using region analysis processing-based detection. Results also showed that pre-processing is required in order to improve and/or clean the hyperbolic pattern before detection. The GPR can automatically detect IEDs buried under roads and railways in real time by detecting the hyperbolic pattern appearing in the collected B-scan image.
format Online
Article
Text
id pubmed-9693345
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-96933452022-11-26 Implementation of and Experimentation with Ground-Penetrating Radar for Real-Time Automatic Detection of Buried Improvised Explosive Devices Srimuk, Pachara Boonpoonga, Akkarat Kaemarungsi, Kamol Athikulwongse, Krit Dentri, Sitthichai Sensors (Basel) Article This paper proposes the implementation of and experimentation with GPR for real-time automatic detection of buried IEDs. GPR, consisting of hardware and software, was implemented. A UWB antenna was designed and implemented, particularly for the operation of the GPR. The experiments were conducted in order to demonstrate the real-time automatic detection of buried IEDs using GPR with an R-CNN algorithm. In the experiments, the GPR was mounted on a pickup truck and a maintenance train in order to find the IEDs buried under a road and a railway, respectively. B-scan images were collected using the implemented GPR. R-CNN-based detection for the hyperbolic pattern, which indicates the buried IED, was performed along with pre-processing, for example, using zero offset removal, and background removal and filtering. Experimental results in terms of detecting the hyperbolic pattern in B-scan images were shown and verified that the proposed GPR system is superior to the conventional one using region analysis processing-based detection. Results also showed that pre-processing is required in order to improve and/or clean the hyperbolic pattern before detection. The GPR can automatically detect IEDs buried under roads and railways in real time by detecting the hyperbolic pattern appearing in the collected B-scan image. MDPI 2022-11-11 /pmc/articles/PMC9693345/ /pubmed/36433308 http://dx.doi.org/10.3390/s22228710 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Srimuk, Pachara
Boonpoonga, Akkarat
Kaemarungsi, Kamol
Athikulwongse, Krit
Dentri, Sitthichai
Implementation of and Experimentation with Ground-Penetrating Radar for Real-Time Automatic Detection of Buried Improvised Explosive Devices
title Implementation of and Experimentation with Ground-Penetrating Radar for Real-Time Automatic Detection of Buried Improvised Explosive Devices
title_full Implementation of and Experimentation with Ground-Penetrating Radar for Real-Time Automatic Detection of Buried Improvised Explosive Devices
title_fullStr Implementation of and Experimentation with Ground-Penetrating Radar for Real-Time Automatic Detection of Buried Improvised Explosive Devices
title_full_unstemmed Implementation of and Experimentation with Ground-Penetrating Radar for Real-Time Automatic Detection of Buried Improvised Explosive Devices
title_short Implementation of and Experimentation with Ground-Penetrating Radar for Real-Time Automatic Detection of Buried Improvised Explosive Devices
title_sort implementation of and experimentation with ground-penetrating radar for real-time automatic detection of buried improvised explosive devices
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9693345/
https://www.ncbi.nlm.nih.gov/pubmed/36433308
http://dx.doi.org/10.3390/s22228710
work_keys_str_mv AT srimukpachara implementationofandexperimentationwithgroundpenetratingradarforrealtimeautomaticdetectionofburiedimprovisedexplosivedevices
AT boonpoongaakkarat implementationofandexperimentationwithgroundpenetratingradarforrealtimeautomaticdetectionofburiedimprovisedexplosivedevices
AT kaemarungsikamol implementationofandexperimentationwithgroundpenetratingradarforrealtimeautomaticdetectionofburiedimprovisedexplosivedevices
AT athikulwongsekrit implementationofandexperimentationwithgroundpenetratingradarforrealtimeautomaticdetectionofburiedimprovisedexplosivedevices
AT dentrisitthichai implementationofandexperimentationwithgroundpenetratingradarforrealtimeautomaticdetectionofburiedimprovisedexplosivedevices