Predição de ozônio troposférico no monitoramento da qualidade do ar

Detalhes bibliográficos
Autor(a) principal: Menezes, Ana Paula Fernandes Lucio
Data de Publicação: 2021
Outros Autores: Daniel, Bruna Henemann, Armani, Fernando Augusto Silveira, Lopes, Yuri Kaszubowski
Tipo de documento: Artigo de conferência
Idioma: eng
Título da fonte: Repositório Institucional da UTFPR (da Universidade Tecnológica Federal do Paraná (RIUT))
Texto Completo: http://repositorio.utfpr.edu.br/jspui/handle/1/30152
Resumo: Resulting of the chemical reaction between primary pollutants, tropospheric ozone (O3) causes extensive damage to human health, vegetation and animals due to its high oxidative power. Sensors for accurately measuring O3 are expensive, difficult to handle, and require regular maintenance, which renders its availability at air quality stations difficult, unlike those used to measure the elements that compose O3. In this paper, we use a forecasting time series method developed by the Facebook - Prophet model. The approach is to apply this model to real data collected during the period of 2018 to 2020 from an air quality station in Parana, Brazil, to predict O3 from meteorological variables combined with as few sensors of primary pollutants as possible but aiming for accurate results.
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spelling 2022-11-23T14:28:16Z2022-11-23T14:28:16Z2021-11-06MENEZES, Ana Paula Fernandes Lucio; DANIEL, Bruna Henemann; ARMANI, Fernando Augusto Silveira; LOPES, Yuri Kaszubowski. Prediction of tropospheric ozone in air quality monitoring. In: CONGRESSO DE CIÊNCIA E TECNOLOGIA DA UTFPR-DV, 6. 2021, On-line. Anais... Dois Vizinhos: UTFPR, 2021. On-line. disponível em: <http://portal.utfpr.edu.br/estrutura/pesquisa-e-pos-graduacao/dirppg/dois-vizinhos>.http://repositorio.utfpr.edu.br/jspui/handle/1/30152Resulting of the chemical reaction between primary pollutants, tropospheric ozone (O3) causes extensive damage to human health, vegetation and animals due to its high oxidative power. Sensors for accurately measuring O3 are expensive, difficult to handle, and require regular maintenance, which renders its availability at air quality stations difficult, unlike those used to measure the elements that compose O3. In this paper, we use a forecasting time series method developed by the Facebook - Prophet model. The approach is to apply this model to real data collected during the period of 2018 to 2020 from an air quality station in Parana, Brazil, to predict O3 from meteorological variables combined with as few sensors of primary pollutants as possible but aiming for accurate results.engCongresso de Ciência e Tecnologia da UTFPR-DVAttribution-ShareAlike 4.0 Internationalhttp://creativecommons.org/licenses/by-sa/4.0/info:eu-repo/semantics/openAccessCNPQ::CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAOOzônioAr - Controle de qualidadeBanco de dadosOzoneAr quality managementData basesPredição de ozônio troposférico no monitoramento da qualidade do arPrediction of tropospheric ozone in air quality monitoringinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/conferenceObjectDois VizinhosBrasil6Menezes, Ana Paula Fernandes LucioDaniel, Bruna HenemannArmani, Fernando Augusto SilveiraLopes, Yuri Kaszubowskireponame:Repositório Institucional da UTFPR (da Universidade Tecnológica Federal do Paraná (RIUT))instname:Universidade Tecnológica Federal do Paraná (UTFPR)instacron:UTFPRORIGINALpredicaoozonioqualidadear.pdfpredicaoozonioqualidadear.pdfapplication/pdf763329http://repositorio.utfpr.edu.br:8080/jspui/bitstream/1/30152/1/predicaoozonioqualidadear.pdf67671d5bee3b553cf3b21c0c2abc31d1MD51CC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-81025http://repositorio.utfpr.edu.br:8080/jspui/bitstream/1/30152/2/license_rdf84a900c9dd4b2a10095a94649e1ce116MD52LICENSElicense.txtlicense.txttext/plain; charset=utf-81290http://repositorio.utfpr.edu.br:8080/jspui/bitstream/1/30152/3/license.txtb9d82215ab23456fa2d8b49c5df1b95bMD53TEXTpredicaoozonioqualidadear.pdf.txtpredicaoozonioqualidadear.pdf.txtExtracted texttext/plain11197http://repositorio.utfpr.edu.br:8080/jspui/bitstream/1/30152/4/predicaoozonioqualidadear.pdf.txtff88accdb6c0d76103dd7398d6996705MD54THUMBNAILpredicaoozonioqualidadear.pdf.jpgpredicaoozonioqualidadear.pdf.jpgGenerated Thumbnailimage/jpeg1349http://repositorio.utfpr.edu.br:8080/jspui/bitstream/1/30152/5/predicaoozonioqualidadear.pdf.jpge28402bff0964f0c980b456e79114ee8MD551/301522022-11-24 04:07:39.926oai:repositorio.utfpr.edu.br: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ório de PublicaçõesPUBhttp://repositorio.utfpr.edu.br:8080/oai/requestopendoar:2022-11-24T06:07:39Repositório Institucional da UTFPR (da Universidade Tecnológica Federal do Paraná (RIUT)) - Universidade Tecnológica Federal do Paraná (UTFPR)false
dc.title.pt_BR.fl_str_mv Predição de ozônio troposférico no monitoramento da qualidade do ar
dc.title.alternative.pt_BR.fl_str_mv Prediction of tropospheric ozone in air quality monitoring
title Predição de ozônio troposférico no monitoramento da qualidade do ar
spellingShingle Predição de ozônio troposférico no monitoramento da qualidade do ar
Menezes, Ana Paula Fernandes Lucio
CNPQ::CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO
Ozônio
Ar - Controle de qualidade
Banco de dados
Ozone
Ar quality management
Data bases
title_short Predição de ozônio troposférico no monitoramento da qualidade do ar
title_full Predição de ozônio troposférico no monitoramento da qualidade do ar
title_fullStr Predição de ozônio troposférico no monitoramento da qualidade do ar
title_full_unstemmed Predição de ozônio troposférico no monitoramento da qualidade do ar
title_sort Predição de ozônio troposférico no monitoramento da qualidade do ar
author Menezes, Ana Paula Fernandes Lucio
author_facet Menezes, Ana Paula Fernandes Lucio
Daniel, Bruna Henemann
Armani, Fernando Augusto Silveira
Lopes, Yuri Kaszubowski
author_role author
author2 Daniel, Bruna Henemann
Armani, Fernando Augusto Silveira
Lopes, Yuri Kaszubowski
author2_role author
author
author
dc.contributor.author.fl_str_mv Menezes, Ana Paula Fernandes Lucio
Daniel, Bruna Henemann
Armani, Fernando Augusto Silveira
Lopes, Yuri Kaszubowski
dc.subject.cnpq.fl_str_mv CNPQ::CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO
topic CNPQ::CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO
Ozônio
Ar - Controle de qualidade
Banco de dados
Ozone
Ar quality management
Data bases
dc.subject.por.fl_str_mv Ozônio
Ar - Controle de qualidade
Banco de dados
Ozone
Ar quality management
Data bases
description Resulting of the chemical reaction between primary pollutants, tropospheric ozone (O3) causes extensive damage to human health, vegetation and animals due to its high oxidative power. Sensors for accurately measuring O3 are expensive, difficult to handle, and require regular maintenance, which renders its availability at air quality stations difficult, unlike those used to measure the elements that compose O3. In this paper, we use a forecasting time series method developed by the Facebook - Prophet model. The approach is to apply this model to real data collected during the period of 2018 to 2020 from an air quality station in Parana, Brazil, to predict O3 from meteorological variables combined with as few sensors of primary pollutants as possible but aiming for accurate results.
publishDate 2021
dc.date.issued.fl_str_mv 2021-11-06
dc.date.accessioned.fl_str_mv 2022-11-23T14:28:16Z
dc.date.available.fl_str_mv 2022-11-23T14:28:16Z
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dc.identifier.citation.fl_str_mv MENEZES, Ana Paula Fernandes Lucio; DANIEL, Bruna Henemann; ARMANI, Fernando Augusto Silveira; LOPES, Yuri Kaszubowski. Prediction of tropospheric ozone in air quality monitoring. In: CONGRESSO DE CIÊNCIA E TECNOLOGIA DA UTFPR-DV, 6. 2021, On-line. Anais... Dois Vizinhos: UTFPR, 2021. On-line. disponível em: <http://portal.utfpr.edu.br/estrutura/pesquisa-e-pos-graduacao/dirppg/dois-vizinhos>.
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identifier_str_mv MENEZES, Ana Paula Fernandes Lucio; DANIEL, Bruna Henemann; ARMANI, Fernando Augusto Silveira; LOPES, Yuri Kaszubowski. Prediction of tropospheric ozone in air quality monitoring. In: CONGRESSO DE CIÊNCIA E TECNOLOGIA DA UTFPR-DV, 6. 2021, On-line. Anais... Dois Vizinhos: UTFPR, 2021. On-line. disponível em: <http://portal.utfpr.edu.br/estrutura/pesquisa-e-pos-graduacao/dirppg/dois-vizinhos>.
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