Improved perturbation detection in direct detected ϕ-OTDR systems using a novel matched filtering
Nuisance Alarm Rate (NAR) is critical in ϕ-OTDR perturbation detection systems. We present in this letter a novel matched filtering-based feature extractor which aims to noise reduction so that the detection system gets improved performance. This feature extractor requires a small number of data vec...
| Autores: | , , , |
|---|---|
| Tipo de recurso: | artículo |
| Fecha de publicación: | 2019 |
| País: | España |
| Institución: | Universidad de Alcalá (UAH) |
| Repositorio: | e_Buah Biblioteca Digital Universidad de Alcalá |
| Idioma: | inglés |
| OAI Identifier: | oai:ebuah.uah.es:10017/64500 |
| Acceso en línea: | http://hdl.handle.net/10017/64500 https://dx.doi.org/10.1109/LPT.2019.2940297 |
| Access Level: | acceso abierto |
| Palabra clave: | Distributed acoustic sensing Phase-OTDR Perturbation detection Electrónica Electronics |
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Improved perturbation detection in direct detected ϕ-OTDR systems using a novel matched filteringAdeel, MuhammadTejedor Noguerales, JavierMacías Guarasa, Javier|||0000-0002-3303-3963Lu, ChaoDistributed acoustic sensingPhase-OTDRPerturbation detectionElectrónicaElectronicsNuisance Alarm Rate (NAR) is critical in ϕ-OTDR perturbation detection systems. We present in this letter a novel matched filtering-based feature extractor which aims to noise reduction so that the detection system gets improved performance. This feature extractor requires a small number of data vectors to be acquired which is combined with a random forest-based machine learning strategy to significantly reduce the NAR. In addition, since the number of data vectors is small, this system can also be useful for time-sensitive detection applications.Ministerio de Economía y CompetitividadIEEE20192019-11-01journal articlehttp://purl.org/coar/resource_type/c_6501NAhttp://purl.org/coar/version/c_be7fb7dd8ff6fe43info:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10017/64500https://dx.doi.org/10.1109/LPT.2019.2940297reponame:e_Buah Biblioteca Digital Universidad de Alcaláinstname:Universidad de Alcalá (UAH)InglésengMinisterio de Economía y Competitividad http://dx.doi.org/10.13039/501100003329 Not available TIN2016-75982-C2-1-R DETECCION SEMANTICA MULTISENSORIAL DE SITUACIONES ANOMALAS EN ENTORNOS SIN RESTRICCIONESopen accesshttp://purl.org/coar/access_right/c_abf2Attribution-NonCommercial-NoDerivatives 4.0 Internationalhttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessoai:ebuah.uah.es:10017/645002026-06-18T11:13:07Z |
| dc.title.none.fl_str_mv |
Improved perturbation detection in direct detected ϕ-OTDR systems using a novel matched filtering |
| title |
Improved perturbation detection in direct detected ϕ-OTDR systems using a novel matched filtering |
| spellingShingle |
Improved perturbation detection in direct detected ϕ-OTDR systems using a novel matched filtering Adeel, Muhammad Distributed acoustic sensing Phase-OTDR Perturbation detection Electrónica Electronics |
| title_short |
Improved perturbation detection in direct detected ϕ-OTDR systems using a novel matched filtering |
| title_full |
Improved perturbation detection in direct detected ϕ-OTDR systems using a novel matched filtering |
| title_fullStr |
Improved perturbation detection in direct detected ϕ-OTDR systems using a novel matched filtering |
| title_full_unstemmed |
Improved perturbation detection in direct detected ϕ-OTDR systems using a novel matched filtering |
| title_sort |
Improved perturbation detection in direct detected ϕ-OTDR systems using a novel matched filtering |
| dc.creator.none.fl_str_mv |
Adeel, Muhammad Tejedor Noguerales, Javier Macías Guarasa, Javier|||0000-0002-3303-3963 Lu, Chao |
| author |
Adeel, Muhammad |
| author_facet |
Adeel, Muhammad Tejedor Noguerales, Javier Macías Guarasa, Javier|||0000-0002-3303-3963 Lu, Chao |
| author_role |
author |
| author2 |
Tejedor Noguerales, Javier Macías Guarasa, Javier|||0000-0002-3303-3963 Lu, Chao |
| author2_role |
author author author |
| dc.subject.none.fl_str_mv |
Distributed acoustic sensing Phase-OTDR Perturbation detection Electrónica Electronics |
| topic |
Distributed acoustic sensing Phase-OTDR Perturbation detection Electrónica Electronics |
| description |
Nuisance Alarm Rate (NAR) is critical in ϕ-OTDR perturbation detection systems. We present in this letter a novel matched filtering-based feature extractor which aims to noise reduction so that the detection system gets improved performance. This feature extractor requires a small number of data vectors to be acquired which is combined with a random forest-based machine learning strategy to significantly reduce the NAR. In addition, since the number of data vectors is small, this system can also be useful for time-sensitive detection applications. |
| publishDate |
2019 |
| dc.date.none.fl_str_mv |
2019 2019-11-01 |
| dc.type.none.fl_str_mv |
journal article http://purl.org/coar/resource_type/c_6501 NA http://purl.org/coar/version/c_be7fb7dd8ff6fe43 |
| dc.type.openaire.fl_str_mv |
info:eu-repo/semantics/article |
| format |
article |
| dc.identifier.none.fl_str_mv |
http://hdl.handle.net/10017/64500 https://dx.doi.org/10.1109/LPT.2019.2940297 |
| url |
http://hdl.handle.net/10017/64500 https://dx.doi.org/10.1109/LPT.2019.2940297 |
| dc.language.none.fl_str_mv |
Inglés eng |
| language_invalid_str_mv |
Inglés |
| language |
eng |
| dc.relation.none.fl_str_mv |
Ministerio de Economía y Competitividad http://dx.doi.org/10.13039/501100003329 Not available TIN2016-75982-C2-1-R DETECCION SEMANTICA MULTISENSORIAL DE SITUACIONES ANOMALAS EN ENTORNOS SIN RESTRICCIONES |
| dc.rights.none.fl_str_mv |
open access http://purl.org/coar/access_right/c_abf2 Attribution-NonCommercial-NoDerivatives 4.0 International http://creativecommons.org/licenses/by-nc-nd/4.0/ |
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info:eu-repo/semantics/openAccess |
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open access http://purl.org/coar/access_right/c_abf2 Attribution-NonCommercial-NoDerivatives 4.0 International http://creativecommons.org/licenses/by-nc-nd/4.0/ |
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openAccess |
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application/pdf |
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IEEE |
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IEEE |
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reponame:e_Buah Biblioteca Digital Universidad de Alcalá instname:Universidad de Alcalá (UAH) |
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Universidad de Alcalá (UAH) |
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e_Buah Biblioteca Digital Universidad de Alcalá |
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