Hyperbolic Detection of Ground Penetrating Radar for Buried Pipes Utilities Using Viola Jones
GPR (Ground Penetrating Radar) is well-known as an effective non-invasive imaging approach for shallow nature underground discovery, like finding and locating submerged objects. Although GPR has achieved some success, it is difficult to automatically process GPR images because human experts must int...
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| Format: | Article |
| Language: | English |
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Iran University of Science and Technology
2025-06-01
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| Series: | Iranian Journal of Electrical and Electronic Engineering |
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| Online Access: | http://ijeee.iust.ac.ir/article-1-3615-en.pdf |
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| author | Nurul Syahirah Mohd Ideris Hasimah Ali Mohd Shuhanaz Zanar Azalan Tengku Sarah Tengku Amran |
| author_facet | Nurul Syahirah Mohd Ideris Hasimah Ali Mohd Shuhanaz Zanar Azalan Tengku Sarah Tengku Amran |
| author_sort | Nurul Syahirah Mohd Ideris |
| collection | DOAJ |
| description | GPR (Ground Penetrating Radar) is well-known as an effective non-invasive imaging approach for shallow nature underground discovery, like finding and locating submerged objects. Although GPR has achieved some success, it is difficult to automatically process GPR images because human experts must interpret GPR images of buried objects. This can happen due to the possibility of a variety of mediums or underground noises from the environment, especially rocks and roots of trees. Thus, detecting hyperbolic echo characteristics is critical. As a result, Viola Jones detection is used to determine whether the presence of a hyperbolic signature underground indicates a pipe or not. GPR can also be used in the public works department because it is a non-destructive tool. Workers, for example, should be aware of the pipe size that must be replaced when it leaks. The original GPR image already shows hyperbolic image distortion due to pipe refraction. The current method is unreliable due to its lack of flexibility. As a result, there is another method for resolving this issue. Thus, the image will be pre-processed to eliminate or reduce background noise in the GPR input image. The results of this project demonstrate that the Viola Jones algorithm can accurately detect hyperbolic patterns in GPR images. |
| format | Article |
| id | doaj-art-dbc15a03dbbf40e99b636e22b4c15ce8 |
| institution | DOAJ |
| issn | 1735-2827 2383-3890 |
| language | English |
| publishDate | 2025-06-01 |
| publisher | Iran University of Science and Technology |
| record_format | Article |
| series | Iranian Journal of Electrical and Electronic Engineering |
| spelling | doaj-art-dbc15a03dbbf40e99b636e22b4c15ce82025-08-20T03:21:22ZengIran University of Science and TechnologyIranian Journal of Electrical and Electronic Engineering1735-28272383-38902025-06-0121236153615Hyperbolic Detection of Ground Penetrating Radar for Buried Pipes Utilities Using Viola JonesNurul Syahirah Mohd Ideris0Hasimah Ali1Mohd Shuhanaz Zanar Azalan2Tengku Sarah Tengku Amran3 Faculty of Electrical Engineering & Technology, Universiti Malaysia Perlis (UniMAP), 02600 Arau, Perlis, Malaysia. Centre of Excellence for Intelligent Robotics and Autonomous Systems (CIRAS), Universiti Malaysia Perlis (UniMAP), 02600 Arau, Perlis, Malaysia Faculty of Electrical Engineering & Technology, Universiti Malaysia Perlis (UniMAP), 02600 Arau, Perlis, Malaysia Department of Agensi Nuklear Malaysia, Bangi Selangor, Malaysia GPR (Ground Penetrating Radar) is well-known as an effective non-invasive imaging approach for shallow nature underground discovery, like finding and locating submerged objects. Although GPR has achieved some success, it is difficult to automatically process GPR images because human experts must interpret GPR images of buried objects. This can happen due to the possibility of a variety of mediums or underground noises from the environment, especially rocks and roots of trees. Thus, detecting hyperbolic echo characteristics is critical. As a result, Viola Jones detection is used to determine whether the presence of a hyperbolic signature underground indicates a pipe or not. GPR can also be used in the public works department because it is a non-destructive tool. Workers, for example, should be aware of the pipe size that must be replaced when it leaks. The original GPR image already shows hyperbolic image distortion due to pipe refraction. The current method is unreliable due to its lack of flexibility. As a result, there is another method for resolving this issue. Thus, the image will be pre-processed to eliminate or reduce background noise in the GPR input image. The results of this project demonstrate that the Viola Jones algorithm can accurately detect hyperbolic patterns in GPR images.http://ijeee.iust.ac.ir/article-1-3615-en.pdfground penetrating radar (gpr)image pre-processinghyperbolic detectionviola jones. |
| spellingShingle | Nurul Syahirah Mohd Ideris Hasimah Ali Mohd Shuhanaz Zanar Azalan Tengku Sarah Tengku Amran Hyperbolic Detection of Ground Penetrating Radar for Buried Pipes Utilities Using Viola Jones Iranian Journal of Electrical and Electronic Engineering ground penetrating radar (gpr) image pre-processing hyperbolic detection viola jones. |
| title | Hyperbolic Detection of Ground Penetrating Radar for Buried Pipes Utilities Using Viola Jones |
| title_full | Hyperbolic Detection of Ground Penetrating Radar for Buried Pipes Utilities Using Viola Jones |
| title_fullStr | Hyperbolic Detection of Ground Penetrating Radar for Buried Pipes Utilities Using Viola Jones |
| title_full_unstemmed | Hyperbolic Detection of Ground Penetrating Radar for Buried Pipes Utilities Using Viola Jones |
| title_short | Hyperbolic Detection of Ground Penetrating Radar for Buried Pipes Utilities Using Viola Jones |
| title_sort | hyperbolic detection of ground penetrating radar for buried pipes utilities using viola jones |
| topic | ground penetrating radar (gpr) image pre-processing hyperbolic detection viola jones. |
| url | http://ijeee.iust.ac.ir/article-1-3615-en.pdf |
| work_keys_str_mv | AT nurulsyahirahmohdideris hyperbolicdetectionofgroundpenetratingradarforburiedpipesutilitiesusingviolajones AT hasimahali hyperbolicdetectionofgroundpenetratingradarforburiedpipesutilitiesusingviolajones AT mohdshuhanazzanarazalan hyperbolicdetectionofgroundpenetratingradarforburiedpipesutilitiesusingviolajones AT tengkusarahtengkuamran hyperbolicdetectionofgroundpenetratingradarforburiedpipesutilitiesusingviolajones |