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

Bibliographic Details
Main Author: Vitorino, João Pedro
Publication Date: 2022
Other Authors: Cruz, Nuno
Format: Article
Language: eng
Source: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Download full: http://hdl.handle.net/10400.21/15975
Summary: 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/10400.21/15975eng10.3390/s22197484info:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2025-02-12T07:39:04Zoai:repositorio.ipl.pt:10400.21/15975Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T19:50:48.236572Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
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
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dc.type.driver.fl_str_mv info:eu-repo/semantics/article
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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 10.3390/s22197484
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