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Registro Completo |
Biblioteca(s): |
Embrapa Milho e Sorgo. |
Data corrente: |
20/07/2016 |
Data da última atualização: |
24/02/2017 |
Tipo da produção científica: |
Artigo em Periódico Indexado |
Autoria: |
GUIMARAES, C. C.; ASSIS, C.; SIMEONE, M. L. F.; SENA, M. M. |
Afiliação: |
MARIA LUCIA FERREIRA SIMEONE, CNPMS. |
Título: |
Use of near-infrared spectroscopy, partial least-squares, and ordered predictors selection to predict four quality parameters of sweet sorghum juice used to produce bioethanol. |
Ano de publicação: |
2016 |
Fonte/Imprenta: |
Energy & Fuels, Washington, v. 30, p. 4137- 4144, 2016. |
DOI: |
10.1021/acs.energyfuels.6b00408 |
Idioma: |
Inglês |
Conteúdo: |
Sweet sorghum juice is gaining importance as a raw material for the first-generation ethanol production in the period between harvests of sugar cane. Breeding programs are seeking to improve sorghum quality to increase productivity, what has generated an excessive number of samples to be analyzed. Thus, the aim of this paper was to develop rapid and low-cost methods based on partial least-squares (PLS) and near-infrared spectroscopy (NIRS) for the determination of four quality chemical parameters of sweet sorghum. Spectra were recorded with a transflectance accessory, and robust models were built with 500 samples obtained from more than 200 hybrids and inbred strains. Optimization by variable selection was carried out with ordered predictors selection (OPS), providing simpler, more interpretable and predictive multivariate calibration models. The methods were developed in the working ranges of 5.5−18.1° Brix, 1.2−5.2%, 0.3−13.0%, and 9.8−83.0% for degrees Brix, reducing sugars, polarizable sugars, and apparent purity, respectively. Root-mean-square errors of prediction (RMSEP) of 0.3° Brix, 0.3%, 0.6%, and 5.3% were obtained for these four parameters, respectively. Finally, a complete multivariate analytical validation was carried out, and the methods were considered linear, accurate, sensitive, and without bias. |
Thesagro: |
Análise de Laboratório; Etanol; Química; Sorgo açucareiro. |
Categoria do assunto: |
-- |
Marc: |
LEADER 02105naa a2200217 a 4500 001 2049288 005 2017-02-24 008 2016 bl uuuu u00u1 u #d 024 7 $a10.1021/acs.energyfuels.6b00408$2DOI 100 1 $aGUIMARAES, C. C. 245 $aUse of near-infrared spectroscopy, partial least-squares, and ordered predictors selection to predict four quality parameters of sweet sorghum juice used to produce bioethanol.$h[electronic resource] 260 $c2016 520 $aSweet sorghum juice is gaining importance as a raw material for the first-generation ethanol production in the period between harvests of sugar cane. Breeding programs are seeking to improve sorghum quality to increase productivity, what has generated an excessive number of samples to be analyzed. Thus, the aim of this paper was to develop rapid and low-cost methods based on partial least-squares (PLS) and near-infrared spectroscopy (NIRS) for the determination of four quality chemical parameters of sweet sorghum. Spectra were recorded with a transflectance accessory, and robust models were built with 500 samples obtained from more than 200 hybrids and inbred strains. Optimization by variable selection was carried out with ordered predictors selection (OPS), providing simpler, more interpretable and predictive multivariate calibration models. The methods were developed in the working ranges of 5.5−18.1° Brix, 1.2−5.2%, 0.3−13.0%, and 9.8−83.0% for degrees Brix, reducing sugars, polarizable sugars, and apparent purity, respectively. Root-mean-square errors of prediction (RMSEP) of 0.3° Brix, 0.3%, 0.6%, and 5.3% were obtained for these four parameters, respectively. Finally, a complete multivariate analytical validation was carried out, and the methods were considered linear, accurate, sensitive, and without bias. 650 $aAnálise de Laboratório 650 $aEtanol 650 $aQuímica 650 $aSorgo açucareiro 700 1 $aASSIS, C. 700 1 $aSIMEONE, M. L. F. 700 1 $aSENA, M. M. 773 $tEnergy & Fuels, Washington$gv. 30, p. 4137- 4144, 2016.
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2. |  | TORRES, T. R.; LUDKE, M. DO C. M. M.; LUDKE, J. V.; LIMA, M. R.; SANTOS, P. A. DOS; SANTOS, M. J. B. DOS. Efeito da granulometria do milheto sobre o rendimento de carcaças de frangos de corte In: REUNIÃO ANUAL DA SOCIEDADE BRASILEIRA DE ZOOTECNIA, 46., 2009, Maringá. Inovação científica e tecnológica em zootecnia: anais dos resumos. Maringá: SBZ: UEM, 2009. 1 CD-ROM. Projeto/Plano de Ação: 16.00.30004-00Tipo: Artigo em Anais de Congresso / Nota Técnica |
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3. |  | TORRES, T. R.; LUDKE, M. do C. M. M.; LUDKE, J. V.; SANTOS, M. J. B. dos; LIMA, M. R. de; SANTOS, P. A. dos. Performance of broilers fed during 21 days on mash or pellet diets containing whole or ground pearl millet grain. Brazilian Journal of Poultry Science, v. 15, n. 4, p. 1-6, 2013.Tipo: Artigo em Periódico Indexado | Circulação/Nível: B - 1 |
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5. |  | LIMA, M. B. de; SILVA, E. P. da; RABELLO, C. B. V.; ARRUDA, E. M. F. de; LIMA, R. A. de; LUDKE, J. V.; SANTOS, M. J. B. dos. Uso de farinha de vísceras de aves na alimentação de frangos de corte de 29 a 41 dias de idade. In: CONGRESSO NORDESTINO DE PRODUÇÃO ANIMAL, 5., 2008, Aracaju. Anais. Aracaju: Sociedade Nordestina de Produção Animal: Embrapa Tabuleiros Costeiros, 2008. Projeto/Plano de Ação: 16.00.30004-00. Publicado em CD-ROM.Tipo: Artigo em Anais de Congresso / Nota Técnica |
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