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利用漫反射近红外光谱法对NRRL Y-7124酒精发酵过程中的乙醇产量进行实时监测。

Real-time monitoring of ethanol production during NRRL Y-7124 alcoholic fermentation using transflection near infrared spectroscopy.

作者信息

Corro-Herrera Víctor Abel, Gómez-Rodríguez Javier, Hayward-Jones Patricia Margaret, Barradas-Dermitz Dulce María, Gschaedler-Mathis Anne Christine, Aguilar-Uscanga María Guadalupe

机构信息

Bioengineering Laboratory, Food Research and Development Unit, Veracruz Institute of Technology Veracruz México.

Industrial Biotechnology Unit, Center for Research and Applied Technology in Jalisco Guadalajara México.

出版信息

Eng Life Sci. 2018 Jun 19;18(9):643-653. doi: 10.1002/elsc.201700189. eCollection 2018 Sep.

Abstract

The application of near-infrared spectroscopy monitoring of xylose metabolizing yeast such as for ethanol production with semisynthetic media, applying chemometrics, was investigated. During the process in a bioreactor, biomass, glucose, xylose, ethanol, acetic acid, and glycerol determinations were performed by a transflection probe immersed in the culture broth and connected to a near-infrared process analyzer. Wavelength windows in near-infrared spectra recorded between 800 and 2200 nm were pretreated using Savitzky-Golay smoothing, second derivative and multiplicative scattering correction in order to perform a partial least squares regression and generate the calibration models. These calibration models were tested by external validation (78 samples). Calibration and validation criteria were defined and evaluated in order to generate robust and reliable models for an alcoholic fermentation process matrix. Moreover, regressions coefficients (β) and variable influence in the projection plots were used to assess the results. A novelty is the use of β versus VIP dispersion plots to determine which vectors have more influence on the response in order to improve process comprehension and operability. Validated models were used in a real-time monitoring during NRRL Y7124 semisynthetic media fermentations.

摘要

研究了近红外光谱法在木糖代谢酵母监测中的应用,例如在半合成培养基中用于乙醇生产,并应用了化学计量学。在生物反应器的过程中,通过浸入培养液并连接到近红外过程分析仪的透反射探头来测定生物量、葡萄糖、木糖、乙醇、乙酸和甘油。对在800至2200nm之间记录的近红外光谱中的波长窗口进行Savitzky-Golay平滑、二阶导数和多元散射校正预处理,以便进行偏最小二乘回归并生成校准模型。这些校准模型通过外部验证(78个样品)进行测试。定义并评估校准和验证标准,以便为酒精发酵过程矩阵生成稳健且可靠的模型。此外,使用回归系数(β)和投影图中的变量影响来评估结果。一个新颖之处是使用β与VIP散点图来确定哪些向量对响应有更大影响,以提高过程理解和可操作性。经过验证的模型用于NRRL Y7124半合成培养基发酵的实时监测。

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Bioreactor monitoring with spectroscopy and chemometrics: a review.生物反应器的光谱学和化学计量学监测:综述。
Anal Bioanal Chem. 2012 Sep;404(4):1211-37. doi: 10.1007/s00216-012-6073-9. Epub 2012 May 30.

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