IoTMapper: a metrics aggregation system architecture in support of smart city solutions

Detalhes bibliográficos
Autor(a) principal: Vitorino, João Pedro
Data de Publicação: 2022
Outros Autores: Cruz, Nuno
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.21/15975
Resumo: Smart cities are, nowadays, an unavoidable and growing reality, supported on software platforms that support city management, through the processing and presentation of a large number of data, obtained from sensors used throughout the cities. Low-power wide area networks (LPWAN) leverage the sensorization process; however, urban landscape, in turn, induces a high probability of change in the propagation conditions of the LPWAN network, thus requiring active monitoring solutions for assessing the city LPWAN network condition. Currently existing solutions usually consider the existence of only one type of LPWAN network to be monitored. In this paper, an architecture for aggregation of metrics from heterogeneous LPWAN networks is presented. The architecture, named IoTMapper, combines purpose build components with existing components from the FIWARE and Apache Kafka ecosystems. Implementation details for the LPWAN networks are abstracted by adapters so that new networks may be easily added. The validation was carried out using real data collected for long-range wide-area network (LoRaWAN) in Lisbon, and a simulated data set extrapolated from the collected data. The results indicate that the presented architecture is a viable solution for metrics aggregation that may be expanded to support multiple networks. However, some of the considered FIWARE components present performance bottlenecks that may hinder the scaling of the architecture while processing new message arrivals.
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spelling IoTMapper: a metrics aggregation system architecture in support of smart city solutionsSmart citiesInternet of thingsFIWARE ApacheApache KafkaLoRaWANLow-power wide area network (LPWAN)Smart cities are, nowadays, an unavoidable and growing reality, supported on software platforms that support city management, through the processing and presentation of a large number of data, obtained from sensors used throughout the cities. Low-power wide area networks (LPWAN) leverage the sensorization process; however, urban landscape, in turn, induces a high probability of change in the propagation conditions of the LPWAN network, thus requiring active monitoring solutions for assessing the city LPWAN network condition. Currently existing solutions usually consider the existence of only one type of LPWAN network to be monitored. In this paper, an architecture for aggregation of metrics from heterogeneous LPWAN networks is presented. The architecture, named IoTMapper, combines purpose build components with existing components from the FIWARE and Apache Kafka ecosystems. Implementation details for the LPWAN networks are abstracted by adapters so that new networks may be easily added. The validation was carried out using real data collected for long-range wide-area network (LoRaWAN) in Lisbon, and a simulated data set extrapolated from the collected data. The results indicate that the presented architecture is a viable solution for metrics aggregation that may be expanded to support multiple networks. However, some of the considered FIWARE components present performance bottlenecks that may hinder the scaling of the architecture while processing new message arrivals.MDPIRCIPLVitorino, João PedroCruz, Nuno2023-05-04T09:34:25Z2022-10-022022-10-02T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.21/15975engVITORINO, João Pedro; CRUZ, Nuno – IoTMapper: a metrics aggregation system architecture in support of smart city solutions. Sensors. eISSN 1424-8220. Vol. 22, N.º 19 (2022), pp. 1-23.10.3390/s221974841424-8220info: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:RCAAP2023-08-03T10:14:07Zoai:repositorio.ipl.pt:10400.21/15975Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T20:23:35.740112Repositório 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 IoTMapper: a metrics aggregation system architecture in support of smart city solutions
title IoTMapper: a metrics aggregation system architecture in support of smart city solutions
spellingShingle IoTMapper: a metrics aggregation system architecture in support of smart city solutions
Vitorino, João Pedro
Smart cities
Internet of things
FIWARE Apache
Apache Kafka
LoRaWAN
Low-power wide area network (LPWAN)
title_short IoTMapper: a metrics aggregation system architecture in support of smart city solutions
title_full IoTMapper: a metrics aggregation system architecture in support of smart city solutions
title_fullStr IoTMapper: a metrics aggregation system architecture in support of smart city solutions
title_full_unstemmed IoTMapper: a metrics aggregation system architecture in support of smart city solutions
title_sort IoTMapper: a metrics aggregation system architecture in support of smart city solutions
author Vitorino, João Pedro
author_facet Vitorino, João Pedro
Cruz, Nuno
author_role author
author2 Cruz, Nuno
author2_role author
dc.contributor.none.fl_str_mv RCIPL
dc.contributor.author.fl_str_mv Vitorino, João Pedro
Cruz, Nuno
dc.subject.por.fl_str_mv Smart cities
Internet of things
FIWARE Apache
Apache Kafka
LoRaWAN
Low-power wide area network (LPWAN)
topic Smart cities
Internet of things
FIWARE Apache
Apache Kafka
LoRaWAN
Low-power wide area network (LPWAN)
description Smart cities are, nowadays, an unavoidable and growing reality, supported on software platforms that support city management, through the processing and presentation of a large number of data, obtained from sensors used throughout the cities. Low-power wide area networks (LPWAN) leverage the sensorization process; however, urban landscape, in turn, induces a high probability of change in the propagation conditions of the LPWAN network, thus requiring active monitoring solutions for assessing the city LPWAN network condition. Currently existing solutions usually consider the existence of only one type of LPWAN network to be monitored. In this paper, an architecture for aggregation of metrics from heterogeneous LPWAN networks is presented. The architecture, named IoTMapper, combines purpose build components with existing components from the FIWARE and Apache Kafka ecosystems. Implementation details for the LPWAN networks are abstracted by adapters so that new networks may be easily added. The validation was carried out using real data collected for long-range wide-area network (LoRaWAN) in Lisbon, and a simulated data set extrapolated from the collected data. The results indicate that the presented architecture is a viable solution for metrics aggregation that may be expanded to support multiple networks. However, some of the considered FIWARE components present performance bottlenecks that may hinder the scaling of the architecture while processing new message arrivals.
publishDate 2022
dc.date.none.fl_str_mv 2022-10-02
2022-10-02T00:00:00Z
2023-05-04T09:34:25Z
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/10400.21/15975
url http://hdl.handle.net/10400.21/15975
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv VITORINO, João Pedro; CRUZ, Nuno – IoTMapper: a metrics aggregation system architecture in support of smart city solutions. Sensors. eISSN 1424-8220. Vol. 22, N.º 19 (2022), pp. 1-23.
10.3390/s22197484
1424-8220
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv MDPI
publisher.none.fl_str_mv MDPI
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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