Pharmaceutical Engineering Research Group (PharmaEng), Department of Pharmaceutical Analysis, Ghent University, Ottergemsesteenweg 460, 9000, Ghent, Belgium.
Laboratory of Pharmaceutical Process Analytical Technology (LPPAT), Department of Pharmaceutical Analysis, Ghent University, Ottergemsesteenweg 460, 9000, Ghent, Belgium.
Sci Rep. 2024 Sep 11;14(1):21234. doi: 10.1038/s41598-024-72288-0.
In continuous powder handling processes, precise and consistent feeding is crucial for ensuring the quality of the final product. The intermixing effect caused by agitators, which alters the powder's bulk density, flow rate, and flow patterns, plays a significant role in this process, yet it is often overlooked. This study combines discrete element method (DEM) modeling and experiments using a commercial-scale feeder to propose a Digital Twin (DT) framework. The DEM model accurately captures key flow features, such as bypass trajectories, stagnant zones, and preferential flow patterns, while providing quantitative predictions for the feed factor and zones prone to material accumulation. Scenario analysis is performed to identify the most favorable operating ranges of the screw-agitator ratio and screw speed, considering the cohesive properties of the powder. The study demonstrates that powders with poor flow characteristics require tighter operational constraints, as the screw-agitator ratio is susceptible to variations in mass feed rate. This contribution highlights the importance of selecting an appropriate screw-agitator ratio instead of maintaining a fixed value. Properly choosing this ratio helps determine an optimal operation window, which aims to achieve a minimum agitation level needed to induce unhindered flow and reduce variability in the mass flow rate.
在连续粉末处理过程中,精确和一致的进料对于确保最终产品的质量至关重要。搅拌器引起的混合效果会改变粉末的堆积密度、流速和流动模式,在这个过程中起着重要作用,但往往被忽视。本研究结合离散元法(DEM)建模和使用商业规模给料器的实验,提出了数字孪生(DT)框架。DEM 模型准确捕捉了关键的流动特征,如旁路轨迹、停滞区和优先流动模式,并提供了关于给料系数和容易发生物料堆积的区域的定量预测。进行了情景分析,以确定在考虑粉末粘性特性的情况下,螺杆-搅拌器比例和螺杆速度的最有利操作范围。研究表明,流动特性差的粉末需要更严格的操作限制,因为螺杆-搅拌器比例容易受到质量给料率的变化影响。本研究强调了选择合适的螺杆-搅拌器比例而不是保持固定值的重要性。正确选择这个比例有助于确定一个最佳的操作窗口,旨在达到最小的搅拌水平,以诱导无阻碍的流动,并减少质量流速的变化。