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NIR analysis for batch process of ethanol precipitation coupled with a new calibration model updating strategy

机译:乙醇沉淀分批过程的近红外分析和新的校正模型更新策略

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Ethanol precipitation plays a major role in the pretreatment of Flos Lonicerae Japonicae of Qingkailing injection, and is also one of the most popular purification techniques in Chinese herbal medicines. In order to monitor and have a better understanding of the ethanol precipitation process, a PLS model was built based on NIR spectroscopy and HPLC analysis of chlorogenic acid content within the framework of FDA's PAT initiative. Nevertheless, due to the complex mechanism of and the raw materials' natural variability introduced into the ethanol precipitation process, it was unable to foresee the variations in new batches which may jeopardize the robustness of the established model. Therefore, based on the simple interval calculation (SIC) theory, a new model expansion updating strategy which could continuously expand the variation coverage of the calibration model along with the batch proceeding of ethanol precipitation process was proposed. Effects of model updating were validated by an individual batch with 60 samples. After two times of updating, the root mean squared error of prediction (RMSEP) decreased from 0.268 mgm L~(-1) to 0.199 mg mL~(-1), while the insiders in the object status plot (OSP) increased from 44 to 58, demonstrating the good performance of the proposed approach.
机译:乙醇沉淀在青开灵注射液金银花的预处理中起主要作用,也是中草药中最受欢迎的纯化技术之一。为了监测和更好地了解乙醇沉淀过程,在FDA PAT倡议的框架内,基于NIR光谱和HPLC分析绿原酸含量建立了PLS模型。然而,由于乙醇沉淀过程的复杂机理和原料的自然可变性,它无法预见新批次的变化,这可能会损害已建立模型的鲁棒性。因此,基于简单区间计算(SIC)理论,提出了一种新的模型扩展更新策略,该策略可以随着乙醇沉淀过程的批量进行而不断扩展标定模型的变化范围。模型更新的效果由60个样本的单个批次验证。经过两次更新,预测的均方根误差(RMSEP)从0.268 mgm L〜(-1)降至0.199 mg mL〜(-1),而对象状态图(OSP)中的内部人员从44至58,证明了该方法的良好性能。

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