Estudo QSPR da eficiência de células solares sensibilizadas por corantes baseados em carbazol

Detalhes bibliográficos
Autor(a) principal: Mattos, Emanuel Felipe dos Santos
Data de Publicação: 2023
Tipo de documento: Dissertação
Idioma: por
Título da fonte: Repositório Institucional da UFS
Texto Completo: http://ri.ufs.br/jspui/handle/riufs/17328
Resumo: An alternative to commonly marketed photovoltaic devices are dye-sensitized solar cells (DSSCs), but they still need improvements to provide greater conversion efficiencies. In these cells, optimizations are generally performed through proposition of new sensitizers. In this sense, in the present work a QSPR study was carried out on the efficiency of DSSCs that use carbazole-based dyes as sensitizers. For this, 2393 molecular descriptors were obtained from 126 selected structures. Thus, through multiple linear regression, four models were obtained, where the one with the highest adjustment and prediction power (R²Train = 0.84, Q²LOO = 0.78, R²Pred = 0.74) was interpreted. Among the molecular characteristics indicated by the most predictive model, the importance of the π bridge length, the ionization potential and the presence of electronegative atoms are pointed out. Based on these characteristics, some modifications in dye’s structure with the highest PCE in the dataset were made, which enabled the identification of structures with predicted PCE exceeding 11%.
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spelling Mattos, Emanuel Felipe dos SantosCosta Junior, Nivan Bezerra daDaniel, Carlos Raphael Araújo2023-04-04T18:35:11Z2023-04-04T18:35:11Z2023-02-09MATTOS, Emanuel Felipe dos Santos. Estudo QSPR da eficiência de células solares sensibilizadas por corantes baseados em carbazol. 2023. 110 f. Dissertação (Mestrado em Química) – Universidade Federal de Sergipe, São Cristóvão, 2023.http://ri.ufs.br/jspui/handle/riufs/17328An alternative to commonly marketed photovoltaic devices are dye-sensitized solar cells (DSSCs), but they still need improvements to provide greater conversion efficiencies. In these cells, optimizations are generally performed through proposition of new sensitizers. In this sense, in the present work a QSPR study was carried out on the efficiency of DSSCs that use carbazole-based dyes as sensitizers. For this, 2393 molecular descriptors were obtained from 126 selected structures. Thus, through multiple linear regression, four models were obtained, where the one with the highest adjustment and prediction power (R²Train = 0.84, Q²LOO = 0.78, R²Pred = 0.74) was interpreted. Among the molecular characteristics indicated by the most predictive model, the importance of the π bridge length, the ionization potential and the presence of electronegative atoms are pointed out. Based on these characteristics, some modifications in dye’s structure with the highest PCE in the dataset were made, which enabled the identification of structures with predicted PCE exceeding 11%.Uma alternativa para os dispositivos fotovoltaicos comumente comercializado são as células solares sensibilizadas por corantes (DSSCs), porém elas ainda necessitam de melhorias para a obtenção de maiores eficiências de conversão. Nessas células, as otimizações são geralmente realizadas com a proposição de novos sensibilizadores. Neste sentido, no presente trabalho foi realizado um estudo QSPR da eficiência de DSSCs que utilizam corantes baseados em carbazol como sensibilizadores. Para isso, 2393 descritores moleculares foram obtidos para as 126 estruturas selecionas. Assim, por meio da regressão linear múltipla, quatro modelos foram obtidos, onde aquele com o maior poder de ajuste e predição (R²Treino = 0,84, Q²LOO = 0,78, R²Pred = 0,74) foi interpretado. Dentre as características moleculares indicadas pelo modelo mais preditivo, estão apontadas a importância do comprimento da ponte π, do potencial de ionização e da presença de átomos eletronegativos. A partir dessas características, realizou-se um conjunto de modificações na estrutura do corante de maior PCE no conjunto utilizado, o que proporcionou identificar estruturas com PCE predito excedendo 11%.Coordenação de Aperfeiçoamento de Pessoal de Nível Superior - CAPESSão CristóvãoporEnergia solarCélulas solaresCorantesRelação quantitativaDSSCSolar energyDyesQuantitative relationshipCIENCIAS EXATAS E DA TERRA::QUIMICAEstudo QSPR da eficiência de células solares sensibilizadas por corantes baseados em carbazolQSPR study of efficiency of dye-sensitized solar cells by carbazole-basedinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisPós-Graduação em QuímicaUniversidade Federal de Sergipereponame:Repositório Institucional da UFSinstname:Universidade Federal de Sergipe (UFS)instacron:UFSinfo:eu-repo/semantics/openAccessLICENSElicense.txtlicense.txttext/plain; charset=utf-81475https://ri.ufs.br/jspui/bitstream/riufs/17328/1/license.txt098cbbf65c2c15e1fb2e49c5d306a44cMD51ORIGINALEMANUEL_FELIPE_SANTOS_MATTOS.pdfEMANUEL_FELIPE_SANTOS_MATTOS.pdfapplication/pdf4804304https://ri.ufs.br/jspui/bitstream/riufs/17328/2/EMANUEL_FELIPE_SANTOS_MATTOS.pdf93fe8cc2955ef2ab8dcca98d3b9dcc7dMD52TEXTEMANUEL_FELIPE_SANTOS_MATTOS.pdf.txtEMANUEL_FELIPE_SANTOS_MATTOS.pdf.txtExtracted texttext/plain156055https://ri.ufs.br/jspui/bitstream/riufs/17328/3/EMANUEL_FELIPE_SANTOS_MATTOS.pdf.txtbc984443ba04d6435994d947d28f01adMD53THUMBNAILEMANUEL_FELIPE_SANTOS_MATTOS.pdf.jpgEMANUEL_FELIPE_SANTOS_MATTOS.pdf.jpgGenerated Thumbnailimage/jpeg1421https://ri.ufs.br/jspui/bitstream/riufs/17328/4/EMANUEL_FELIPE_SANTOS_MATTOS.pdf.jpg7719c8e3b2cd644e6b7fb1f5799717feMD54riufs/173282023-04-04 15:35:11.783oai:ufs.br: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Repositório InstitucionalPUBhttps://ri.ufs.br/oai/requestrepositorio@academico.ufs.bropendoar:2023-04-04T18:35:11Repositório Institucional da UFS - Universidade Federal de Sergipe (UFS)false
dc.title.pt_BR.fl_str_mv Estudo QSPR da eficiência de células solares sensibilizadas por corantes baseados em carbazol
dc.title.alternative.eng.fl_str_mv QSPR study of efficiency of dye-sensitized solar cells by carbazole-based
title Estudo QSPR da eficiência de células solares sensibilizadas por corantes baseados em carbazol
spellingShingle Estudo QSPR da eficiência de células solares sensibilizadas por corantes baseados em carbazol
Mattos, Emanuel Felipe dos Santos
Energia solar
Células solares
Corantes
Relação quantitativa
DSSC
Solar energy
Dyes
Quantitative relationship
CIENCIAS EXATAS E DA TERRA::QUIMICA
title_short Estudo QSPR da eficiência de células solares sensibilizadas por corantes baseados em carbazol
title_full Estudo QSPR da eficiência de células solares sensibilizadas por corantes baseados em carbazol
title_fullStr Estudo QSPR da eficiência de células solares sensibilizadas por corantes baseados em carbazol
title_full_unstemmed Estudo QSPR da eficiência de células solares sensibilizadas por corantes baseados em carbazol
title_sort Estudo QSPR da eficiência de células solares sensibilizadas por corantes baseados em carbazol
author Mattos, Emanuel Felipe dos Santos
author_facet Mattos, Emanuel Felipe dos Santos
author_role author
dc.contributor.author.fl_str_mv Mattos, Emanuel Felipe dos Santos
dc.contributor.advisor1.fl_str_mv Costa Junior, Nivan Bezerra da
dc.contributor.advisor-co1.fl_str_mv Daniel, Carlos Raphael Araújo
contributor_str_mv Costa Junior, Nivan Bezerra da
Daniel, Carlos Raphael Araújo
dc.subject.por.fl_str_mv Energia solar
Células solares
Corantes
Relação quantitativa
topic Energia solar
Células solares
Corantes
Relação quantitativa
DSSC
Solar energy
Dyes
Quantitative relationship
CIENCIAS EXATAS E DA TERRA::QUIMICA
dc.subject.eng.fl_str_mv DSSC
Solar energy
Dyes
Quantitative relationship
dc.subject.cnpq.fl_str_mv CIENCIAS EXATAS E DA TERRA::QUIMICA
description An alternative to commonly marketed photovoltaic devices are dye-sensitized solar cells (DSSCs), but they still need improvements to provide greater conversion efficiencies. In these cells, optimizations are generally performed through proposition of new sensitizers. In this sense, in the present work a QSPR study was carried out on the efficiency of DSSCs that use carbazole-based dyes as sensitizers. For this, 2393 molecular descriptors were obtained from 126 selected structures. Thus, through multiple linear regression, four models were obtained, where the one with the highest adjustment and prediction power (R²Train = 0.84, Q²LOO = 0.78, R²Pred = 0.74) was interpreted. Among the molecular characteristics indicated by the most predictive model, the importance of the π bridge length, the ionization potential and the presence of electronegative atoms are pointed out. Based on these characteristics, some modifications in dye’s structure with the highest PCE in the dataset were made, which enabled the identification of structures with predicted PCE exceeding 11%.
publishDate 2023
dc.date.accessioned.fl_str_mv 2023-04-04T18:35:11Z
dc.date.available.fl_str_mv 2023-04-04T18:35:11Z
dc.date.issued.fl_str_mv 2023-02-09
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
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status_str publishedVersion
dc.identifier.citation.fl_str_mv MATTOS, Emanuel Felipe dos Santos. Estudo QSPR da eficiência de células solares sensibilizadas por corantes baseados em carbazol. 2023. 110 f. Dissertação (Mestrado em Química) – Universidade Federal de Sergipe, São Cristóvão, 2023.
dc.identifier.uri.fl_str_mv http://ri.ufs.br/jspui/handle/riufs/17328
identifier_str_mv MATTOS, Emanuel Felipe dos Santos. Estudo QSPR da eficiência de células solares sensibilizadas por corantes baseados em carbazol. 2023. 110 f. Dissertação (Mestrado em Química) – Universidade Federal de Sergipe, São Cristóvão, 2023.
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