Use of NIRS to predict composition and bioethanol yield from cell wall structural components of sweet sorghum biomass

被引:34
|
作者
Guimaraes, Cristiane C. [1 ,2 ]
Simeone, Maria Lucia F. [2 ]
Parrella, Rafael A. C. [2 ]
Sena, Marcelo M. [1 ,3 ]
机构
[1] Univ Fed Minas Gerais, Dept Quim, ICEx, BR-31270901 Belo Horizonte, MG, Brazil
[2] Embrapa Milho & Sorgo, BR-35701970 Sete Lagoas, MG, Brazil
[3] Inst Nacl Ciencia & Tecnol Bioanalit, BR-13083970 Campinas, SP, Brazil
关键词
Saccharine sorghum; Biofuel; Cellulose; Lignin; Near infrared spectroscopy; Multivariate analytical validation; ANALYTICAL VALIDATION; ETHANOL; FEEDSTOCK; BIOFUELS; BIOENERGY; FIGURES; DESIGN; PLANTS; MERIT; FUEL;
D O I
10.1016/j.microc.2014.06.029
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Sweet sorghum biomass is gaining importance as feedstock for second generation bioethanol production. Consequently, breeding programs are seeking to improve the quality of this feedstock in order to increase the productivity, with the generation of a great number of samples to be analyzed. Thus, this paper developed rapid and low cost methods based on partial least squares (PLS) and near infrared reflectance spectroscopy for determining cellulose, hemicellulose, lignin and theoretical ethanol yield (TEY) in sorghum biomass. The models were built with 957 samples, obtained from more than 100 hybrids and inbred strains, in the ranges of 21.4-49.1% w/w, 18.4-34.8% w/w, 1.8-11.5% w/w and 221-412 L t(-1) for cellulose, hemicellulose, lignin and TEY, respectively. These models presented root mean square errors of prediction of 1.5%, 1.7%, 0.8% and 12 L t(-1) (and ranges of relative errors of prediction between -5.3 and 6.5%, -9.8 and 12.2%, -28.8 and 37.6%, and -5.6 and 6.1%), respectively. The methods were submitted to a complete multivariate analytical validation in accordance with the Brazilian and international guidelines, and considered accurate, linear, sensitive and unbiased. Finally the stability of these methods was monitored for approximately six months by developing appropriate control charts. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:194 / 201
页数:8
相关论文
共 48 条
  • [1] Variation in Biomass Composition Components among Forage, Biomass, Sorghum-Sudangrass, and Sweet Sorghum Types
    Stefaniak, Thomas R.
    Dahlberg, Jeffery A.
    Bean, Brent W.
    Dighe, Nilesh
    Wolfrum, Edward J.
    Rooney, William L.
    CROP SCIENCE, 2012, 52 (04) : 1949 - 1954
  • [2] Evaluation and Modeling of Bioethanol Yield Efficiency from Sweet Sorghum Juice
    Elham Ebrahimiaqda
    Kimberly L. Ogden
    BioEnergy Research, 2018, 11 : 449 - 455
  • [3] Evaluation and Modeling of Bioethanol Yield Efficiency from Sweet Sorghum Juice
    Ebrahimiaqda, Elham
    Ogden, Kimberly L.
    BIOENERGY RESEARCH, 2018, 11 (02) : 449 - 455
  • [4] Root lodging affects biomass yield and carbohydrate composition in sweet sorghum
    Fedenko, Jeffrey R.
    Erickson, John E.
    Singh, Maninder P.
    INDUSTRIAL CROPS AND PRODUCTS, 2015, 74 : 933 - 938
  • [5] Biomass yield and changes in chemical composition of sweet sorghum cultivars grown for biofuel
    Zhao, Ya Li
    Dolat, Abdughani
    Steinberger, Yosef
    Wang, Xin
    Osman, Amarjan
    Xie, Guang Hui
    FIELD CROPS RESEARCH, 2009, 111 (1-2) : 55 - 64
  • [6] Cell Wall Composition Impacts Structural Characteristics of the Stems and Thereby the Biomass Yield
    Ana, Lopez-Malvar
    Rogelio, Santiago
    Xose Carlos, Souto
    Rosa Ana, Malvar
    JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2022, 70 (10) : 3136 - 3141
  • [7] Cell Wall Composition Impacts Structural Characteristics of the Stems and Thereby Biomass Yield
    Lopez-Malvar, Ana
    Santiago, Rogelio
    Souto, Xose Carlos
    Barros-Rios, Jaime
    Gomez, Leonardo D.
    Malvar, Rosa Ana
    JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2022, 70 (27) : 8511 - 8511
  • [8] Effect of Combined Use of Brackish Water and Nitrogen Fertilizer on Biomass and Sugar Yield of Sweet Sorghum
    TBRAMOS
    NLCASTANHEIRA
    MCGONALVES
    MLFERNANDES
    MIJANURIO
    MELOURENO
    FPPIRES
    JCMARTINS
    Pedosphere, 2012, 22 (06) : 785 - 794
  • [9] Effect of Combined Use of Brackish Water and Nitrogen Fertilizer on Biomass and Sugar Yield of Sweet Sorghum
    Ramos, T. B.
    Castanheira, N. L.
    Goncalves, M. C.
    Fernandes, M. L.
    Januario, M. I.
    Lourenco, M. E.
    Pires, F. P.
    Martins, J. C.
    PEDOSPHERE, 2012, 22 (06) : 785 - 794
  • [10] Effect of Combined Use of Brackish Water and Nitrogen Fertilizer on Biomass and Sugar Yield of Sweet Sorghum
    T.B.RAMOS
    N.L.CASTANHEIRA
    M.C.GONALVES
    M.L.FERNANDES
    M.I.JANURIO
    M.E.LOURENO
    F.P.PIRES
    J.C.MARTINS
    Pedosphere, 2012, (06) : 785 - 794