Desenvolvimento de um fotômetro multi LED NIR para determinação de metano em gás natural

Detalhes bibliográficos
Autor(a) principal: Barbosa, Mayara Ferreira
Data de Publicação: 2019
Tipo de documento: Tese
Idioma: por
Título da fonte: Biblioteca Digital de Teses e Dissertações da UFPB
Texto Completo: https://repositorio.ufpb.br/jspui/handle/123456789/19299
Resumo: Natural gas (NG) is a fossil fuel considered clean due to the lower emission of polluting gases when compared to coal or petroleum. NG can be used as an input or raw material, being well known for its versatility and efficiency. As it is present in residences, commercial establishments, industries and in the transportation, the necessity and the demand for the quality control of this type of fuel grows, mainly with respect to its composition, since, as influences occur in its calorific power. The composition of NG marketed in Brazil follows a standard of compliance determined by the Agência National de Petróleo, Gás Natural e Biodiesel (ANP), guaranteeing the energy efficiency of this fuel. Thus, this work proposes the development of a multi LED NIR photometer that indicates the composition of the natural gas with respect to its major component (methane). Therefore, an automatic system was used for the preparation of gas mixtures and evaluation of the NIR region, by means of the multivariate calibration associated with a bench and a miniaturized NIR spectrophotometer. In the first step, using the bench equipment, the iPLS, PLS and GA - MLR models obtained RMSEP values of 2.08, 1.45 and 1.00 % mol mol-1 and correlation coefficient (r) equal to 0.97, 0.90 and 0.88, for determination of methane, ethane and propane, respectively. In the second part, a miniaturized NIR spectrophotometer was evaluated for the same purpose in natural gas samples and in a biogas sample. For methane, ethane and propane, the metrics SW - MLR, GA - MLR and iPLS, provided RMSEP values of 3.38, 3.05 and 1.58 % mol mol-1 with r values of 0.97, respectively. Therefore, the construction of the photometer in the NIR region converged to LEDs at wavelengths in 2020, 2140, 2200 and 2350 nm. The detector used was the PbS and the control of the photometer was performed via Arduino board with a program written in Matlab.The LED with the highest intensity and sensitivity to hydrocarbons was 2350 nm, and this one was used to determination of methane in gas mixtures with ethane and propane. The photometer presented linearity in the absorbances obtained as a function of the methane concentration in the gaseous mixtures with the other hydrocarbons, with R2 equal to 0.9852, in the calibration range of 50-100 % mol mol-1 .The ANOVA results showed significance in the regression without lack of fit with LOD and LOQ values of 2.92 and 8.84 % mol mol-1 , respectively. In certified and commercial samples prediction, the methodology did not present statistically significant differences with the reference methodology (GC), obtaining a confidence limit of ± 2.85 % mol mol-1 .The methodology with the photometer was also validated by means of a recovery test, in which a mean and standard deviation of 100.2 ± 0.9 were obtained for tests involving certified and commercial samples.
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spelling Desenvolvimento de um fotômetro multi LED NIR para determinação de metano em gás naturalGás naturalSistema automático para preparação de misturasEspectrometria NIRCalibração multivariadaFotômetro à base de LEDsNatural gasAutomatic system for preparation of gas mixturesNIR spectrometryMultivariate calibrationPhotometer based on LEDsCNPQ::CIENCIAS EXATAS E DA TERRA::QUIMICANatural gas (NG) is a fossil fuel considered clean due to the lower emission of polluting gases when compared to coal or petroleum. NG can be used as an input or raw material, being well known for its versatility and efficiency. As it is present in residences, commercial establishments, industries and in the transportation, the necessity and the demand for the quality control of this type of fuel grows, mainly with respect to its composition, since, as influences occur in its calorific power. The composition of NG marketed in Brazil follows a standard of compliance determined by the Agência National de Petróleo, Gás Natural e Biodiesel (ANP), guaranteeing the energy efficiency of this fuel. Thus, this work proposes the development of a multi LED NIR photometer that indicates the composition of the natural gas with respect to its major component (methane). Therefore, an automatic system was used for the preparation of gas mixtures and evaluation of the NIR region, by means of the multivariate calibration associated with a bench and a miniaturized NIR spectrophotometer. In the first step, using the bench equipment, the iPLS, PLS and GA - MLR models obtained RMSEP values of 2.08, 1.45 and 1.00 % mol mol-1 and correlation coefficient (r) equal to 0.97, 0.90 and 0.88, for determination of methane, ethane and propane, respectively. In the second part, a miniaturized NIR spectrophotometer was evaluated for the same purpose in natural gas samples and in a biogas sample. For methane, ethane and propane, the metrics SW - MLR, GA - MLR and iPLS, provided RMSEP values of 3.38, 3.05 and 1.58 % mol mol-1 with r values of 0.97, respectively. Therefore, the construction of the photometer in the NIR region converged to LEDs at wavelengths in 2020, 2140, 2200 and 2350 nm. The detector used was the PbS and the control of the photometer was performed via Arduino board with a program written in Matlab.The LED with the highest intensity and sensitivity to hydrocarbons was 2350 nm, and this one was used to determination of methane in gas mixtures with ethane and propane. The photometer presented linearity in the absorbances obtained as a function of the methane concentration in the gaseous mixtures with the other hydrocarbons, with R2 equal to 0.9852, in the calibration range of 50-100 % mol mol-1 .The ANOVA results showed significance in the regression without lack of fit with LOD and LOQ values of 2.92 and 8.84 % mol mol-1 , respectively. In certified and commercial samples prediction, the methodology did not present statistically significant differences with the reference methodology (GC), obtaining a confidence limit of ± 2.85 % mol mol-1 .The methodology with the photometer was also validated by means of a recovery test, in which a mean and standard deviation of 100.2 ± 0.9 were obtained for tests involving certified and commercial samples.Conselho Nacional de Pesquisa e Desenvolvimento Científico e Tecnológico - CNPqO gás natural (GN) é um combustível fóssil considerado limpo devido a menor emissão de gases poluentes quando comparado ao carvão ou petróleo. O GN pode ser usado como insumo ou matéria-prima, sendo bastante conhecido por sua versatilidade e eficiência. Como está presente em residências, estabelecimentos comerciais, indústrias e nos transportes, cresce a necessidade e a demanda pelo controle da qualidade desse tipo de combustível, principalmente no que diz respeito a sua composição, visto que, ocorrem influências em seu poder calorífico. A composição do GN comercializado no Brasil segue um padrão de conformidade determinado pela Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP), garantindo a eficiência energética desse combustível. Dessa forma, este trabalho propõe o desenvolvimento de um fotômetro multi LED NIR que indique a composição do gás natural no que diz respeito ao seu componente majoritário (metano). Sendo assim, utilizou-se um sistema automático para a preparação de misturas gasosas e avaliação da região NIR, por meio da calibração multivariada associada a um espectrofotômetro NIR de bancada e um miniaturizado. Na primeira etapa, utilizando o equipamento de bancada, os modelos iPLS, PLS e GA – MLR obtiveram valores de RMSEP 2,08, 1,45 e 1,00 % mol mol-1 e de coeficiente de correlação (r) iguais a 0,97, 0,90 e 0,88, para determinação de metano, etano e propano, respectivamente. Na segunda parte, um espectrofotômetro NIR miniaturizado foi avaliado para mesma finalidade em amostras de gás natural e em uma amostra de biogás. Para metano, etano e propano, as métricas SW – MLR, GA – MLR e iPLS, forneceram valores de RMSEP de 3,38, 3,05 e 1,58 % mol mol-1 com r iguais a 0,97, respectivamente. Por conseguinte, a construção do fotômetro na região NIR convergiu para LEDs nos comprimentos de onda em 2020, 2140, 2200 e 2350 nm. O detector usado foi o PbS e o controle do fotômetro foi realizado via placa Arduino com um programa escrito em Matlab. O LED com maior intensidade e sensibilidade aos hidrocarbonetos foi o de 2350 nm, e este foi usado para determinação de metano em misturas gasosas com etano e propano. O fotômetro apresentou linearidade nas absorbâncias obtidas em função da concentração de metano nas misturas gasosas com os demais hidrocarbonetos, com R2 igual a 0,9852, na faixa de calibração de 50-100 % mol mol-1 . Os resultados da ANOVA mostraram significância na regressão sem falta de ajuste com valores de LOD e LOQ de 2,92 e 8,84 % mol mol-1 , respectivamente. Na predição em amostras certificadas e comerciais a metodologia não apresentou diferenças estatisticamente siginificativas com a metodologia de referência (GC), obtendo limite de confiança de ± 2,85 % mol mol-1 . A metodologia com o fotômetro também foi validada também por meio de um teste de recuperação, em que foi obtido média e desvio padrão igual a 100,2 ± 0,9, para ensaios envolvendo amostras certificadas e comerciais.Universidade Federal da ParaíbaBrasilQuímicaPrograma de Pós-Graduação em QuímicaUFPBAraújo, Mário César Ugulino dehttp://lattes.cnpq.br/7281739070942782Soares, Sófacles Figueredo Carreirohttp://lattes.cnpq.br/7653207334385666Barbosa, Mayara Ferreira2021-02-07T20:31:56Z2020-04-102021-02-07T20:31:56Z2019-04-10info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesishttps://repositorio.ufpb.br/jspui/handle/123456789/19299porhttp://creativecommons.org/licenses/by-nd/3.0/br/info:eu-repo/semantics/embargoedAccessreponame:Biblioteca Digital de Teses e Dissertações da UFPBinstname:Universidade Federal da Paraíba (UFPB)instacron:UFPB2021-08-16T14:36:19Zoai:repositorio.ufpb.br:123456789/19299Biblioteca Digital de Teses e Dissertaçõeshttps://repositorio.ufpb.br/PUBhttp://tede.biblioteca.ufpb.br:8080/oai/requestdiretoria@ufpb.br|| diretoria@ufpb.bropendoar:2021-08-16T14:36:19Biblioteca Digital de Teses e Dissertações da UFPB - Universidade Federal da Paraíba (UFPB)false
dc.title.none.fl_str_mv Desenvolvimento de um fotômetro multi LED NIR para determinação de metano em gás natural
title Desenvolvimento de um fotômetro multi LED NIR para determinação de metano em gás natural
spellingShingle Desenvolvimento de um fotômetro multi LED NIR para determinação de metano em gás natural
Barbosa, Mayara Ferreira
Gás natural
Sistema automático para preparação de misturas
Espectrometria NIR
Calibração multivariada
Fotômetro à base de LEDs
Natural gas
Automatic system for preparation of gas mixtures
NIR spectrometry
Multivariate calibration
Photometer based on LEDs
CNPQ::CIENCIAS EXATAS E DA TERRA::QUIMICA
title_short Desenvolvimento de um fotômetro multi LED NIR para determinação de metano em gás natural
title_full Desenvolvimento de um fotômetro multi LED NIR para determinação de metano em gás natural
title_fullStr Desenvolvimento de um fotômetro multi LED NIR para determinação de metano em gás natural
title_full_unstemmed Desenvolvimento de um fotômetro multi LED NIR para determinação de metano em gás natural
title_sort Desenvolvimento de um fotômetro multi LED NIR para determinação de metano em gás natural
author Barbosa, Mayara Ferreira
author_facet Barbosa, Mayara Ferreira
author_role author
dc.contributor.none.fl_str_mv Araújo, Mário César Ugulino de
http://lattes.cnpq.br/7281739070942782
Soares, Sófacles Figueredo Carreiro
http://lattes.cnpq.br/7653207334385666
dc.contributor.author.fl_str_mv Barbosa, Mayara Ferreira
dc.subject.por.fl_str_mv Gás natural
Sistema automático para preparação de misturas
Espectrometria NIR
Calibração multivariada
Fotômetro à base de LEDs
Natural gas
Automatic system for preparation of gas mixtures
NIR spectrometry
Multivariate calibration
Photometer based on LEDs
CNPQ::CIENCIAS EXATAS E DA TERRA::QUIMICA
topic Gás natural
Sistema automático para preparação de misturas
Espectrometria NIR
Calibração multivariada
Fotômetro à base de LEDs
Natural gas
Automatic system for preparation of gas mixtures
NIR spectrometry
Multivariate calibration
Photometer based on LEDs
CNPQ::CIENCIAS EXATAS E DA TERRA::QUIMICA
description Natural gas (NG) is a fossil fuel considered clean due to the lower emission of polluting gases when compared to coal or petroleum. NG can be used as an input or raw material, being well known for its versatility and efficiency. As it is present in residences, commercial establishments, industries and in the transportation, the necessity and the demand for the quality control of this type of fuel grows, mainly with respect to its composition, since, as influences occur in its calorific power. The composition of NG marketed in Brazil follows a standard of compliance determined by the Agência National de Petróleo, Gás Natural e Biodiesel (ANP), guaranteeing the energy efficiency of this fuel. Thus, this work proposes the development of a multi LED NIR photometer that indicates the composition of the natural gas with respect to its major component (methane). Therefore, an automatic system was used for the preparation of gas mixtures and evaluation of the NIR region, by means of the multivariate calibration associated with a bench and a miniaturized NIR spectrophotometer. In the first step, using the bench equipment, the iPLS, PLS and GA - MLR models obtained RMSEP values of 2.08, 1.45 and 1.00 % mol mol-1 and correlation coefficient (r) equal to 0.97, 0.90 and 0.88, for determination of methane, ethane and propane, respectively. In the second part, a miniaturized NIR spectrophotometer was evaluated for the same purpose in natural gas samples and in a biogas sample. For methane, ethane and propane, the metrics SW - MLR, GA - MLR and iPLS, provided RMSEP values of 3.38, 3.05 and 1.58 % mol mol-1 with r values of 0.97, respectively. Therefore, the construction of the photometer in the NIR region converged to LEDs at wavelengths in 2020, 2140, 2200 and 2350 nm. The detector used was the PbS and the control of the photometer was performed via Arduino board with a program written in Matlab.The LED with the highest intensity and sensitivity to hydrocarbons was 2350 nm, and this one was used to determination of methane in gas mixtures with ethane and propane. The photometer presented linearity in the absorbances obtained as a function of the methane concentration in the gaseous mixtures with the other hydrocarbons, with R2 equal to 0.9852, in the calibration range of 50-100 % mol mol-1 .The ANOVA results showed significance in the regression without lack of fit with LOD and LOQ values of 2.92 and 8.84 % mol mol-1 , respectively. In certified and commercial samples prediction, the methodology did not present statistically significant differences with the reference methodology (GC), obtaining a confidence limit of ± 2.85 % mol mol-1 .The methodology with the photometer was also validated by means of a recovery test, in which a mean and standard deviation of 100.2 ± 0.9 were obtained for tests involving certified and commercial samples.
publishDate 2019
dc.date.none.fl_str_mv 2019-04-10
2020-04-10
2021-02-07T20:31:56Z
2021-02-07T20:31:56Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/doctoralThesis
format doctoralThesis
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://repositorio.ufpb.br/jspui/handle/123456789/19299
url https://repositorio.ufpb.br/jspui/handle/123456789/19299
dc.language.iso.fl_str_mv por
language por
dc.rights.driver.fl_str_mv http://creativecommons.org/licenses/by-nd/3.0/br/
info:eu-repo/semantics/embargoedAccess
rights_invalid_str_mv http://creativecommons.org/licenses/by-nd/3.0/br/
eu_rights_str_mv embargoedAccess
dc.publisher.none.fl_str_mv Universidade Federal da Paraíba
Brasil
Química
Programa de Pós-Graduação em Química
UFPB
publisher.none.fl_str_mv Universidade Federal da Paraíba
Brasil
Química
Programa de Pós-Graduação em Química
UFPB
dc.source.none.fl_str_mv reponame:Biblioteca Digital de Teses e Dissertações da UFPB
instname:Universidade Federal da Paraíba (UFPB)
instacron:UFPB
instname_str Universidade Federal da Paraíba (UFPB)
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institution UFPB
reponame_str Biblioteca Digital de Teses e Dissertações da UFPB
collection Biblioteca Digital de Teses e Dissertações da UFPB
repository.name.fl_str_mv Biblioteca Digital de Teses e Dissertações da UFPB - Universidade Federal da Paraíba (UFPB)
repository.mail.fl_str_mv diretoria@ufpb.br|| diretoria@ufpb.br
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