Distributed Forest Fire Monitoring Using Wireless Sensor Networks

Detalhes bibliográficos
Autor(a) principal: Serna, M. Ángeles
Data de Publicação: 2015
Outros Autores: Casado, Rafael, Bermúdez, Aurelio, Pereira, Nuno, Tennina, Stefano
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.22/6828
Resumo: Disaster management is one of the most relevant application fields of wireless sensor networks. In this application, the role of the sensor network usually consists of obtaining a representation or a model of a physical phenomenon spreading through the affected area. In this work we focus on forest firefighting operations, proposing three fully distributed ways for approximating the actual shape of the fire. In the simplest approach, a circular burnt area is assumed around each node that has detected the fire and the union of these circles gives the overall fire’s shape. However, as this approach makes an intensive use of the wireless sensor network resources, we have proposed to incorporate two in-network aggregation techniques, which do not require considering the complete set of fire detections. The first technique models the fire by means of a complex shape composed of multiple convex hulls representing different burning areas, while the second technique uses a set of arbitrary polygons. Performance evaluation of realistic fire models on computer simulations reveals that the method based on arbitrary polygons obtains an improvement of 20% in terms of accuracy of the fire shape approximation, reducing the overhead in-network resources to 10% in the best case.
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spelling Distributed Forest Fire Monitoring Using Wireless Sensor NetworksWireless sensor networksPervasive computingPhenomena monitoringData processingForest fire modelingDisaster management is one of the most relevant application fields of wireless sensor networks. In this application, the role of the sensor network usually consists of obtaining a representation or a model of a physical phenomenon spreading through the affected area. In this work we focus on forest firefighting operations, proposing three fully distributed ways for approximating the actual shape of the fire. In the simplest approach, a circular burnt area is assumed around each node that has detected the fire and the union of these circles gives the overall fire’s shape. However, as this approach makes an intensive use of the wireless sensor network resources, we have proposed to incorporate two in-network aggregation techniques, which do not require considering the complete set of fire detections. The first technique models the fire by means of a complex shape composed of multiple convex hulls representing different burning areas, while the second technique uses a set of arbitrary polygons. Performance evaluation of realistic fire models on computer simulations reveals that the method based on arbitrary polygons obtains an improvement of 20% in terms of accuracy of the fire shape approximation, reducing the overhead in-network resources to 10% in the best case.HindawiRepositório Científico do Instituto Politécnico do PortoSerna, M. ÁngelesCasado, RafaelBermúdez, AurelioPereira, NunoTennina, Stefano2015-11-06T12:18:35Z20152015-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.22/6828eng10.1155/2015/964564info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-03-13T12:47:06Zoai:recipp.ipp.pt:10400.22/6828Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T17:27:15.276309Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Distributed Forest Fire Monitoring Using Wireless Sensor Networks
title Distributed Forest Fire Monitoring Using Wireless Sensor Networks
spellingShingle Distributed Forest Fire Monitoring Using Wireless Sensor Networks
Serna, M. Ángeles
Wireless sensor networks
Pervasive computing
Phenomena monitoring
Data processing
Forest fire modeling
title_short Distributed Forest Fire Monitoring Using Wireless Sensor Networks
title_full Distributed Forest Fire Monitoring Using Wireless Sensor Networks
title_fullStr Distributed Forest Fire Monitoring Using Wireless Sensor Networks
title_full_unstemmed Distributed Forest Fire Monitoring Using Wireless Sensor Networks
title_sort Distributed Forest Fire Monitoring Using Wireless Sensor Networks
author Serna, M. Ángeles
author_facet Serna, M. Ángeles
Casado, Rafael
Bermúdez, Aurelio
Pereira, Nuno
Tennina, Stefano
author_role author
author2 Casado, Rafael
Bermúdez, Aurelio
Pereira, Nuno
Tennina, Stefano
author2_role author
author
author
author
dc.contributor.none.fl_str_mv Repositório Científico do Instituto Politécnico do Porto
dc.contributor.author.fl_str_mv Serna, M. Ángeles
Casado, Rafael
Bermúdez, Aurelio
Pereira, Nuno
Tennina, Stefano
dc.subject.por.fl_str_mv Wireless sensor networks
Pervasive computing
Phenomena monitoring
Data processing
Forest fire modeling
topic Wireless sensor networks
Pervasive computing
Phenomena monitoring
Data processing
Forest fire modeling
description Disaster management is one of the most relevant application fields of wireless sensor networks. In this application, the role of the sensor network usually consists of obtaining a representation or a model of a physical phenomenon spreading through the affected area. In this work we focus on forest firefighting operations, proposing three fully distributed ways for approximating the actual shape of the fire. In the simplest approach, a circular burnt area is assumed around each node that has detected the fire and the union of these circles gives the overall fire’s shape. However, as this approach makes an intensive use of the wireless sensor network resources, we have proposed to incorporate two in-network aggregation techniques, which do not require considering the complete set of fire detections. The first technique models the fire by means of a complex shape composed of multiple convex hulls representing different burning areas, while the second technique uses a set of arbitrary polygons. Performance evaluation of realistic fire models on computer simulations reveals that the method based on arbitrary polygons obtains an improvement of 20% in terms of accuracy of the fire shape approximation, reducing the overhead in-network resources to 10% in the best case.
publishDate 2015
dc.date.none.fl_str_mv 2015-11-06T12:18:35Z
2015
2015-01-01T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10400.22/6828
url http://hdl.handle.net/10400.22/6828
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 10.1155/2015/964564
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dc.publisher.none.fl_str_mv Hindawi
publisher.none.fl_str_mv Hindawi
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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