a Department of Chemical Engineering , University of Massachusetts Lowell , Lowell , MA , USA.
b Pharmaceutical Technology , Merck & Co., Inc , West Point , PA , USA.
Pharm Dev Technol. 2019 Jan;24(1):105-117. doi: 10.1080/10837450.2018.1427106. Epub 2018 Jan 25.
In this study, a novel three-compartmental population balance model (PBM) for a continuous twin screw wet granulation process is developed, combining the techniques of PBM and regression process modeling. The developed model links screw configuration, screw speed, and blend throughput with granule properties to predict the granule size distribution (GSD) and volume-average granule diameter. The granulator screw barrel was divided into three compartments along barrel length: wetting compartment, mixing compartment, and steady growth compartment. Different granulation mechanisms are assumed in each compartment. The proposed model therefore considers spatial heterogeneity, improving model prediction accuracy. An industrial data set containing 14 experiments is applied for model development. Three validation experiments show that the three-compartmental PBM can accurately predict granule diameter and size distribution at randomly selected operating conditions. Sixteen combinations of aggregation and breakage kernels are investigated in predicting the experimental GSD to best judge the granulation mechanism. The three-compartmental model is compared with a one-compartmental model in predicting granule diameter at different experimental conditions to demonstrate its advantage. The influence of the screw configuration, screw speed and blend throughput on the volume-average granule diameter is analyzed based on the developed model.
本研究开发了一种新颖的三腔群体平衡模型(PBM),用于连续双螺杆湿法造粒过程,结合了 PBM 和回归过程建模技术。所开发的模型将螺杆结构、螺杆速度和混合物通量与颗粒特性联系起来,以预测颗粒大小分布(GSD)和体积平均颗粒直径。造粒机螺杆筒沿筒长分为三个腔室:润湿腔室、混合腔室和稳定生长腔室。在每个腔室中假设不同的造粒机制。因此,该模型考虑了空间异质性,提高了模型预测精度。应用包含 14 个实验的工业数据集进行模型开发。三个验证实验表明,三腔 PBM 可以准确预测在随机选择的操作条件下的颗粒直径和尺寸分布。为了最佳判断造粒机制,研究了十六种聚集和破碎核函数的组合来预测实验 GSD。将三腔模型与单腔模型在不同实验条件下预测颗粒直径进行比较,以证明其优势。基于所开发的模型,分析了螺杆结构、螺杆速度和混合物通量对体积平均颗粒直径的影响。