Improvements in the Robustness of Mid-Infrared Spectroscopy Models against Chemical Interferences: Application to Monitoring of Anaerobic Digestion Processes

M. Zeaiter, É. Latrille, P. Gras, J. Steyer, V. Bellon-Maurel, J. Roger
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引用次数: 1

Abstract

The monitoring and control of bioprocesses rely on the measurement of the main metabolite concentrations. To this end, infrared spectroscopy (IR) is a good candidate with which to perform rapid and non-destructive measurements. However, IR-based measurements rely on a calibration step linking the measured spectra to the concentrations of the compounds of interest. This calibration may suffer with problems of robustness when the measuring conditions change, such as when some chemicals not present in the calibration spectra are added when using the IR sensor. In this study, a method based on orthogonal projection, dynamic orthogonal projection (DOP), was tested for its ability to cope with the robustness problem caused by the addition of ammonia in a pilot-scale anaerobic digester, whose volatile fatty acid concentrations were monitored by mid-IR spectrometry. The results demonstrate that DOP has significant potential as a form of process analytical technology.
改进中红外光谱模型对化学干扰的鲁棒性:应用于厌氧消化过程的监测
生物过程的监测和控制依赖于主要代谢物浓度的测量。为此,红外光谱(IR)是进行快速、无损测量的理想选择。然而,基于红外的测量依赖于将测量光谱与感兴趣化合物的浓度联系起来的校准步骤。当测量条件发生变化时,这种校准可能会受到鲁棒性问题的影响,例如当使用红外传感器时,在校准光谱中添加了一些不存在的化学物质。本研究采用动态正交投影法(DOP)对中试厌氧消化池中添加氨引起的鲁棒性问题进行了测试,并采用中红外光谱法对厌氧消化池中挥发性脂肪酸浓度进行了监测。结果表明,DOP作为过程分析技术的一种形式具有巨大的潜力。
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