Predição de ozônio troposférico no monitoramento da qualidade do ar
Autor(a) principal: | |
---|---|
Data de Publicação: | 2021 |
Outros Autores: | , , |
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. |
id |
UTFPR-12_4bf452d55fd92032a4648869c92dcd1f |
---|---|
oai_identifier_str |
oai:repositorio.utfpr.edu.br:1/30152 |
network_acronym_str |
UTFPR-12 |
network_name_str |
Repositório Institucional da UTFPR (da Universidade Tecnológica Federal do Paraná (RIUT)) |
repository_id_str |
|
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 |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/conferenceObject |
format |
conferenceObject |
status_str |
publishedVersion |
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>. |
dc.identifier.uri.fl_str_mv |
http://repositorio.utfpr.edu.br/jspui/handle/1/30152 |
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>. |
url |
http://repositorio.utfpr.edu.br/jspui/handle/1/30152 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.ispartof.pt_BR.fl_str_mv |
Congresso de Ciência e Tecnologia da UTFPR-DV |
dc.rights.driver.fl_str_mv |
Attribution-ShareAlike 4.0 International http://creativecommons.org/licenses/by-sa/4.0/ info:eu-repo/semantics/openAccess |
rights_invalid_str_mv |
Attribution-ShareAlike 4.0 International http://creativecommons.org/licenses/by-sa/4.0/ |
eu_rights_str_mv |
openAccess |
dc.publisher.none.fl_str_mv |
Dois Vizinhos |
dc.publisher.country.fl_str_mv |
Brasil |
publisher.none.fl_str_mv |
Dois Vizinhos |
dc.source.none.fl_str_mv |
reponame:Repositório Institucional da UTFPR (da Universidade Tecnológica Federal do Paraná (RIUT)) instname:Universidade Tecnológica Federal do Paraná (UTFPR) instacron:UTFPR |
instname_str |
Universidade Tecnológica Federal do Paraná (UTFPR) |
instacron_str |
UTFPR |
institution |
UTFPR |
reponame_str |
Repositório Institucional da UTFPR (da Universidade Tecnológica Federal do Paraná (RIUT)) |
collection |
Repositório Institucional da UTFPR (da Universidade Tecnológica Federal do Paraná (RIUT)) |
bitstream.url.fl_str_mv |
http://repositorio.utfpr.edu.br:8080/jspui/bitstream/1/30152/1/predicaoozonioqualidadear.pdf http://repositorio.utfpr.edu.br:8080/jspui/bitstream/1/30152/2/license_rdf http://repositorio.utfpr.edu.br:8080/jspui/bitstream/1/30152/3/license.txt http://repositorio.utfpr.edu.br:8080/jspui/bitstream/1/30152/4/predicaoozonioqualidadear.pdf.txt http://repositorio.utfpr.edu.br:8080/jspui/bitstream/1/30152/5/predicaoozonioqualidadear.pdf.jpg |
bitstream.checksum.fl_str_mv |
67671d5bee3b553cf3b21c0c2abc31d1 84a900c9dd4b2a10095a94649e1ce116 b9d82215ab23456fa2d8b49c5df1b95b ff88accdb6c0d76103dd7398d6996705 e28402bff0964f0c980b456e79114ee8 |
bitstream.checksumAlgorithm.fl_str_mv |
MD5 MD5 MD5 MD5 MD5 |
repository.name.fl_str_mv |
Repositório Institucional da UTFPR (da Universidade Tecnológica Federal do Paraná (RIUT)) - Universidade Tecnológica Federal do Paraná (UTFPR) |
repository.mail.fl_str_mv |
|
_version_ |
1805922927555641344 |