Sistema de detecção de queda e monitoramento da frequência cardíaca utilizando ESP8266 e Protocolo MQTT

Detalhes bibliográficos
Ano de defesa: 2018
Autor(a) principal: Vanzella, Alanna lattes
Orientador(a): Kauati, Adriana Tokuhashi lattes
Banca de defesa: Reginatto, Romeu lattes, Silva, Fabiano lattes
Tipo de documento: Dissertação
Tipo de acesso: Acesso aberto
Idioma: por
Instituição de defesa: Universidade Estadual do Oeste do Paraná
Foz do Iguaçu
Programa de Pós-Graduação: Programa de Pós-Graduação em Engenharia Elétrica e Computação
Departamento: Centro de Engenharias e Ciências Exatas
País: Brasil
Palavras-chave em Português:
Palavras-chave em Inglês:
Área do conhecimento CNPq:
Link de acesso: http://tede.unioeste.br/handle/tede/4119
Resumo: According to the IBGE there is a continuous increase in the number of single-person arrangements. The main causes for this, are decline in fertility and aging of population. With the increase in the number of people living alone comes the problem of who will help in emergencies case. This problem become more alarmant by the fact that brazilian population is undergoing an aging process. One solution to this is people monitoring systems. However, the development of a monitoring system is not a trivial task because it involves several different data sources. Besides that, it is necessary to transform data into information for later presentation and provide a way to manage the entire solution. The idea of this work is to present a simple architecture and economically accessible system for fall detection and heart rate monitoring. The goal is to develop a solution to people who need to be monitored by relatives or a responsible one, without interference of companies, hospitals, clinics, etc. The proposed system aims to be as an extra security for people who live alone, elderly or not. In order to solve some of the problems mentioned above, this work was guided by the concept and solutions present in Internet of Things (IoT). It was used an accelerometer to detect falls and a sensor to monitor heart’s electrical signals. These two sensors were connected to Wi-Fi module, ESP8266, which is responsible for preprocessing data, generating alerts and sending them to broker with MQTT communication protocol. A web system is the interface for information management and presents detected alerts of all sensors connected to ESP8266. Finally, a mobile application allows to view detected alerts of authenticated user as well as the users for whom he is responsible. According to the performance tests in web application and broker, it was verified that it is possible to send 1500 simultaneous alerts without failures. The ESP8266 board proved suitable presenting a battery life of almost 8 days without disconnecting the equipment. The fall detection algorithm was also effective, with 93% accuracy.
id UNIOESTE-1_340d9dfcde3b1f9c299eea6388017ed6
oai_identifier_str oai:tede.unioeste.br:tede/4119
network_acronym_str UNIOESTE-1
network_name_str Biblioteca Digital de Teses e Dissertações do UNIOESTE
repository_id_str
spelling Kauati, Adriana Tokuhashihttp://lattes.cnpq.br/4808167232091229Machado, Renato Bobsinhttp://lattes.cnpq.br/8407723021436270Reginatto, Romeuhttp://lattes.cnpq.br/9166033914580991Silva, Fabianohttp://lattes.cnpq.br/0613768899914607http://lattes.cnpq.br/2685835011810831Vanzella, Alanna2019-02-27T19:21:41Z2018-09-17VANZELLA, Alanna. Sistema de detecção de queda e monitoramento da frequência cardíaca utilizando ESP8266 e Protocolo MQTT. 2018. 97 f. Dissertação (Mestrado em Engenharia Elétrica e Computação) - Universidade Estadual do Oeste do Paraná, Foz do Iguaçu, 2018.http://tede.unioeste.br/handle/tede/4119According to the IBGE there is a continuous increase in the number of single-person arrangements. The main causes for this, are decline in fertility and aging of population. With the increase in the number of people living alone comes the problem of who will help in emergencies case. This problem become more alarmant by the fact that brazilian population is undergoing an aging process. One solution to this is people monitoring systems. However, the development of a monitoring system is not a trivial task because it involves several different data sources. Besides that, it is necessary to transform data into information for later presentation and provide a way to manage the entire solution. The idea of this work is to present a simple architecture and economically accessible system for fall detection and heart rate monitoring. The goal is to develop a solution to people who need to be monitored by relatives or a responsible one, without interference of companies, hospitals, clinics, etc. The proposed system aims to be as an extra security for people who live alone, elderly or not. In order to solve some of the problems mentioned above, this work was guided by the concept and solutions present in Internet of Things (IoT). It was used an accelerometer to detect falls and a sensor to monitor heart’s electrical signals. These two sensors were connected to Wi-Fi module, ESP8266, which is responsible for preprocessing data, generating alerts and sending them to broker with MQTT communication protocol. A web system is the interface for information management and presents detected alerts of all sensors connected to ESP8266. Finally, a mobile application allows to view detected alerts of authenticated user as well as the users for whom he is responsible. According to the performance tests in web application and broker, it was verified that it is possible to send 1500 simultaneous alerts without failures. The ESP8266 board proved suitable presenting a battery life of almost 8 days without disconnecting the equipment. The fall detection algorithm was also effective, with 93% accuracy.Segundo o IBGE há um continuado crescimento no número de arranjos unipessoais. As causas mais impactantes para isso são a queda da fecundidade e envelhecimento da população. O aumento de pessoas que moram sozinhas traz o problema da falta de ajuda para solicitar socorro médico em casos de emergência. Problema este, agravado com o fato da população brasileira estar passando por um processo de envelhecimento. Uma solução para isso são sistemas de monitoramento de pessoas. Porém, o desenvolvimento de um sistema de monitoramento não se trata de uma tarefa trivial, pois envolve diversas fontes de dados diferentes. Além disso, é necessário transformar os dados em informações para posterior apresentação e, por fim, fornecer uma forma para gerenciamento de toda a solução. A proposta deste trabalho é apresentar uma arquitetura simples e economicamente acessível para um sistema de detecção de quedas e monitoramento da frequência cardíaca. O objetivo é construir uma aplicação voltada para pessoas que precisam ser monitoradas por parentes ou um responsável, sem a interferência de empresas, hospitais, clínicas, etc. O sistema proposto visa atuar como uma segurança extra para pessoas que moram sozinhas, idosas ou não. Para guiar o desenvolvimento deste trabalho e solucionar alguns dos problemas citados, empregou-se o conceito e soluções presentes em aplicações de Internet das Coisas. Utilizou-se um acelerômetro para detectar quedas e um sensor para monitoramento dos sinais elétricos do coração. Esses dois sensores foram conectados ao módulo Wi-Fi ESP8266, sendo este o responsável por pré-processar os dados, gerar alertas e enviá-los utilizando o protocolo de comunicação MQTT para o broker. Um sistema web é a interface para a gestão das informações e apresenta os alertas detectados de todos os sensores conectados aos ESP8266. Por fim, uma aplicação móvel permite a visualização dos alertas detectados do usuário autenticado, assim como dos usuários pelos quais ele é responsável. De acordo com os testes de desempenho realizados na aplicação web e broker, verificou-se que é possível o envio de 1.500 alertas simultâneos sem apresentar falhas. A placa ESP8266 se mostrou adequada para este trabalho apresentando uma autonomia de bateria de aproximadamente 8 dias sem desligar o equipamento. O algoritmo de detecção de quedas também se mostrou eficaz, com 93% de acurácia.Submitted by Wagner Junior (wagner.junior@unioeste.br) on 2019-02-27T19:21:41Z No. of bitstreams: 2 Alanna_Vanzella_2018.pdf: 777549 bytes, checksum: 4f5e0b496c99b41a450131df99c71f7a (MD5) license_rdf: 0 bytes, checksum: d41d8cd98f00b204e9800998ecf8427e (MD5)Made available in DSpace on 2019-02-27T19:21:41Z (GMT). No. of bitstreams: 2 Alanna_Vanzella_2018.pdf: 777549 bytes, checksum: 4f5e0b496c99b41a450131df99c71f7a (MD5) license_rdf: 0 bytes, checksum: d41d8cd98f00b204e9800998ecf8427e (MD5) Previous issue date: 2018-09-17application/pdfpor8774263440366006536500Universidade Estadual do Oeste do ParanáFoz do IguaçuPrograma de Pós-Graduação em Engenharia Elétrica e ComputaçãoUNIOESTEBrasilCentro de Engenharias e Ciências Exatashttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessInternet das coisasMonitoramento da saúdeTestes de desempenhoConsumo de energiaInternet of thingsHealth monitoringPerformance testsEnergy consumptionENGENHARIA BIOMEDICA::BIOENGENHARIASistema de detecção de queda e monitoramento da frequência cardíaca utilizando ESP8266 e Protocolo MQTTHeart rate monitoring and fall detection system using ESP8266 and MQTT Protocolinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesis-1040084669565072649600600600-7734402124082146922-4376072493282332227reponame:Biblioteca Digital de Teses e Dissertações do UNIOESTEinstname:Universidade Estadual do Oeste do Paraná (UNIOESTE)instacron:UNIOESTEORIGINALAlanna_Vanzella_2018.pdfAlanna_Vanzella_2018.pdfapplication/pdf777549http://tede.unioeste.br:8080/tede/bitstream/tede/4119/5/Alanna_Vanzella_2018.pdf4f5e0b496c99b41a450131df99c71f7aMD55CC-LICENSElicense_urllicense_urltext/plain; charset=utf-849http://tede.unioeste.br:8080/tede/bitstream/tede/4119/2/license_url4afdbb8c545fd630ea7db775da747b2fMD52license_textlicense_texttext/html; charset=utf-80http://tede.unioeste.br:8080/tede/bitstream/tede/4119/3/license_textd41d8cd98f00b204e9800998ecf8427eMD53license_rdflicense_rdfapplication/rdf+xml; charset=utf-80http://tede.unioeste.br:8080/tede/bitstream/tede/4119/4/license_rdfd41d8cd98f00b204e9800998ecf8427eMD54LICENSElicense.txtlicense.txttext/plain; charset=utf-82165http://tede.unioeste.br:8080/tede/bitstream/tede/4119/1/license.txtbd3efa91386c1718a7f26a329fdcb468MD51tede/41192019-02-27 16:21:41.706oai:tede.unioeste.br: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Biblioteca Digital de Teses e Dissertaçõeshttp://tede.unioeste.br/PUBhttp://tede.unioeste.br/oai/requestbiblioteca.repositorio@unioeste.bropendoar:2019-02-27T19:21:41Biblioteca Digital de Teses e Dissertações do UNIOESTE - Universidade Estadual do Oeste do Paraná (UNIOESTE)false
dc.title.por.fl_str_mv Sistema de detecção de queda e monitoramento da frequência cardíaca utilizando ESP8266 e Protocolo MQTT
dc.title.alternative.eng.fl_str_mv Heart rate monitoring and fall detection system using ESP8266 and MQTT Protocol
title Sistema de detecção de queda e monitoramento da frequência cardíaca utilizando ESP8266 e Protocolo MQTT
spellingShingle Sistema de detecção de queda e monitoramento da frequência cardíaca utilizando ESP8266 e Protocolo MQTT
Vanzella, Alanna
Internet das coisas
Monitoramento da saúde
Testes de desempenho
Consumo de energia
Internet of things
Health monitoring
Performance tests
Energy consumption
ENGENHARIA BIOMEDICA::BIOENGENHARIA
title_short Sistema de detecção de queda e monitoramento da frequência cardíaca utilizando ESP8266 e Protocolo MQTT
title_full Sistema de detecção de queda e monitoramento da frequência cardíaca utilizando ESP8266 e Protocolo MQTT
title_fullStr Sistema de detecção de queda e monitoramento da frequência cardíaca utilizando ESP8266 e Protocolo MQTT
title_full_unstemmed Sistema de detecção de queda e monitoramento da frequência cardíaca utilizando ESP8266 e Protocolo MQTT
title_sort Sistema de detecção de queda e monitoramento da frequência cardíaca utilizando ESP8266 e Protocolo MQTT
author Vanzella, Alanna
author_facet Vanzella, Alanna
author_role author
dc.contributor.advisor1.fl_str_mv Kauati, Adriana Tokuhashi
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/4808167232091229
dc.contributor.advisor-co1.fl_str_mv Machado, Renato Bobsin
dc.contributor.advisor-co1Lattes.fl_str_mv http://lattes.cnpq.br/8407723021436270
dc.contributor.referee1.fl_str_mv Reginatto, Romeu
dc.contributor.referee1Lattes.fl_str_mv http://lattes.cnpq.br/9166033914580991
dc.contributor.referee2.fl_str_mv Silva, Fabiano
dc.contributor.referee2Lattes.fl_str_mv http://lattes.cnpq.br/0613768899914607
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/2685835011810831
dc.contributor.author.fl_str_mv Vanzella, Alanna
contributor_str_mv Kauati, Adriana Tokuhashi
Machado, Renato Bobsin
Reginatto, Romeu
Silva, Fabiano
dc.subject.por.fl_str_mv Internet das coisas
Monitoramento da saúde
Testes de desempenho
Consumo de energia
topic Internet das coisas
Monitoramento da saúde
Testes de desempenho
Consumo de energia
Internet of things
Health monitoring
Performance tests
Energy consumption
ENGENHARIA BIOMEDICA::BIOENGENHARIA
dc.subject.eng.fl_str_mv Internet of things
Health monitoring
Performance tests
Energy consumption
dc.subject.cnpq.fl_str_mv ENGENHARIA BIOMEDICA::BIOENGENHARIA
description According to the IBGE there is a continuous increase in the number of single-person arrangements. The main causes for this, are decline in fertility and aging of population. With the increase in the number of people living alone comes the problem of who will help in emergencies case. This problem become more alarmant by the fact that brazilian population is undergoing an aging process. One solution to this is people monitoring systems. However, the development of a monitoring system is not a trivial task because it involves several different data sources. Besides that, it is necessary to transform data into information for later presentation and provide a way to manage the entire solution. The idea of this work is to present a simple architecture and economically accessible system for fall detection and heart rate monitoring. The goal is to develop a solution to people who need to be monitored by relatives or a responsible one, without interference of companies, hospitals, clinics, etc. The proposed system aims to be as an extra security for people who live alone, elderly or not. In order to solve some of the problems mentioned above, this work was guided by the concept and solutions present in Internet of Things (IoT). It was used an accelerometer to detect falls and a sensor to monitor heart’s electrical signals. These two sensors were connected to Wi-Fi module, ESP8266, which is responsible for preprocessing data, generating alerts and sending them to broker with MQTT communication protocol. A web system is the interface for information management and presents detected alerts of all sensors connected to ESP8266. Finally, a mobile application allows to view detected alerts of authenticated user as well as the users for whom he is responsible. According to the performance tests in web application and broker, it was verified that it is possible to send 1500 simultaneous alerts without failures. The ESP8266 board proved suitable presenting a battery life of almost 8 days without disconnecting the equipment. The fall detection algorithm was also effective, with 93% accuracy.
publishDate 2018
dc.date.issued.fl_str_mv 2018-09-17
dc.date.accessioned.fl_str_mv 2019-02-27T19:21:41Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
status_str publishedVersion
dc.identifier.citation.fl_str_mv VANZELLA, Alanna. Sistema de detecção de queda e monitoramento da frequência cardíaca utilizando ESP8266 e Protocolo MQTT. 2018. 97 f. Dissertação (Mestrado em Engenharia Elétrica e Computação) - Universidade Estadual do Oeste do Paraná, Foz do Iguaçu, 2018.
dc.identifier.uri.fl_str_mv http://tede.unioeste.br/handle/tede/4119
identifier_str_mv VANZELLA, Alanna. Sistema de detecção de queda e monitoramento da frequência cardíaca utilizando ESP8266 e Protocolo MQTT. 2018. 97 f. Dissertação (Mestrado em Engenharia Elétrica e Computação) - Universidade Estadual do Oeste do Paraná, Foz do Iguaçu, 2018.
url http://tede.unioeste.br/handle/tede/4119
dc.language.iso.fl_str_mv por
language por
dc.relation.program.fl_str_mv -1040084669565072649
dc.relation.confidence.fl_str_mv 600
600
600
dc.relation.department.fl_str_mv -7734402124082146922
dc.relation.cnpq.fl_str_mv -4376072493282332227
dc.rights.driver.fl_str_mv http://creativecommons.org/licenses/by-nc-nd/4.0/
info:eu-repo/semantics/openAccess
rights_invalid_str_mv http://creativecommons.org/licenses/by-nc-nd/4.0/
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Universidade Estadual do Oeste do Paraná
Foz do Iguaçu
dc.publisher.program.fl_str_mv Programa de Pós-Graduação em Engenharia Elétrica e Computação
dc.publisher.initials.fl_str_mv UNIOESTE
dc.publisher.country.fl_str_mv Brasil
dc.publisher.department.fl_str_mv Centro de Engenharias e Ciências Exatas
publisher.none.fl_str_mv Universidade Estadual do Oeste do Paraná
Foz do Iguaçu
dc.source.none.fl_str_mv reponame:Biblioteca Digital de Teses e Dissertações do UNIOESTE
instname:Universidade Estadual do Oeste do Paraná (UNIOESTE)
instacron:UNIOESTE
instname_str Universidade Estadual do Oeste do Paraná (UNIOESTE)
instacron_str UNIOESTE
institution UNIOESTE
reponame_str Biblioteca Digital de Teses e Dissertações do UNIOESTE
collection Biblioteca Digital de Teses e Dissertações do UNIOESTE
bitstream.url.fl_str_mv http://tede.unioeste.br:8080/tede/bitstream/tede/4119/5/Alanna_Vanzella_2018.pdf
http://tede.unioeste.br:8080/tede/bitstream/tede/4119/2/license_url
http://tede.unioeste.br:8080/tede/bitstream/tede/4119/3/license_text
http://tede.unioeste.br:8080/tede/bitstream/tede/4119/4/license_rdf
http://tede.unioeste.br:8080/tede/bitstream/tede/4119/1/license.txt
bitstream.checksum.fl_str_mv 4f5e0b496c99b41a450131df99c71f7a
4afdbb8c545fd630ea7db775da747b2f
d41d8cd98f00b204e9800998ecf8427e
d41d8cd98f00b204e9800998ecf8427e
bd3efa91386c1718a7f26a329fdcb468
bitstream.checksumAlgorithm.fl_str_mv MD5
MD5
MD5
MD5
MD5
repository.name.fl_str_mv Biblioteca Digital de Teses e Dissertações do UNIOESTE - Universidade Estadual do Oeste do Paraná (UNIOESTE)
repository.mail.fl_str_mv biblioteca.repositorio@unioeste.br
_version_ 1798040089560875008