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基于偏最小二乘回归的压片过程稳健前馈控制

Partial Least Squares Regression-Based Robust Forward Control of the Tableting Process.

作者信息

Hattori Yusuke, Naganuma Miki, Otsuka Makoto

机构信息

Research Institute of Pharmaceutical Sciences, Faculty of Pharmacy, Musashino University, 1-20 Shin-machi, Nishi-Tokyo city, Tokyo 202-8585, Japan.

出版信息

Pharmaceutics. 2020 Jan 20;12(1):85. doi: 10.3390/pharmaceutics12010085.

DOI:10.3390/pharmaceutics12010085
PMID:31968698
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7022652/
Abstract

In this study, we established a robust feed-forward control model for the tableting process by partial least squares regression using the near-infrared (NIR) spectra and physical attributes of the granules to be compressed. The NIR spectra of granules are rich in information about chemical attributes, such as the compositions of any ingredients and moisture content. Polymorphism and pseudo-polymorphism can also be quantitatively evaluated by NIR spectra. We used the particle size distribution, flowability, and loose and tapped density as the physical attributes of the granules. The tableting process was controlled by the lower punch fill depth and the minimum distance between the upper and lower punches at compression, which were specifically related to the tablet weight and thickness, respectively. The feed-forward control of the process would be expected to provide some advantages for automated and semi-automated continuous pharmaceutical manufacturing. As a result, our model, using a combination of NIR spectra and the physical attributes of granules to control the distance between punches, resulted in respectable agreement between the predicted process parameters and actual settings to produce tablets of the desired thickness.

摘要

在本研究中,我们通过偏最小二乘回归建立了一个稳健的压片过程前馈控制模型,该模型使用待压缩颗粒的近红外(NIR)光谱和物理属性。颗粒的近红外光谱富含化学属性信息,例如任何成分的组成和水分含量。多晶型和假多晶型也可以通过近红外光谱进行定量评估。我们使用粒度分布、流动性以及松装密度和振实密度作为颗粒的物理属性。压片过程由下冲头填充深度和压缩时上下冲头之间的最小距离控制,这分别与片剂重量和厚度具体相关。预计该过程的前馈控制将为自动化和半自动化连续制药生产提供一些优势。因此,我们的模型结合近红外光谱和颗粒的物理属性来控制冲头之间的距离,使得预测的过程参数与生产所需厚度片剂的实际设置之间达成了可观的一致性。

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本文引用的文献

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Development of Near Infrared Spectroscopy-based Process Monitoring Methodology for Pharmaceutical Continuous Manufacturing Using an Offline Calibration Approach.基于近红外光谱的制药连续制造过程监测方法的开发,采用离线校准方法。
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连续制药制造
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Modeling of feed-forward control using the partial least squares regression method in the tablet compression process.
采用偏最小二乘回归法对片剂压片过程中的前馈控制进行建模。
Int J Pharm. 2017 May 30;524(1-2):407-413. doi: 10.1016/j.ijpharm.2017.04.004. Epub 2017 Apr 5.
4
ATR/FT-IR and NIR Auto-correlation Spectroscopic Analysis of Powder Blending Uniformity of Low-content Magnesium Stearate and Potato Starch.低含量硬脂酸镁与马铃薯淀粉粉末混合均匀性的衰减全反射傅里叶变换红外光谱和近红外自相关光谱分析
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Real time monitoring of powder blend bulk density for coupled feed-forward/feed-back control of a continuous direct compaction tablet manufacturing process.实时监测粉末混合物堆密度,以实现连续直接压片制造过程的前馈/反馈耦合控制。
Int J Pharm. 2015 Nov 10;495(1):612-625. doi: 10.1016/j.ijpharm.2015.09.029. Epub 2015 Sep 16.
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Molecular understanding of the compaction behavior of indomethacin polymorphs.吲哚美辛多晶型的压缩行为的分子理解。
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