Mechanistic models with experimental comparison for microwave-assisted lyophilization in a vial.

AAPS open Pub Date : 2026-01-01 Epub Date: 2026-07-27 DOI:10.1186/s41120-026-00173-3
Isaac S Wheeler, Ahmad Darwish, Vivek Narsimhan, Alina A Alexeenko
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Abstract

Microwave heating has been shown to accelerate pharmaceutical lyophilization but robust process models, crucial to ensuring that the process is efficient without damaging products, are still scarce. Building on both high-frequency microwave lyophilization experiments and recent modeling efforts, we develop a 2D level set simulation which refines the assumptions made in lumped capacitance (LC) models. The 2D level set model is also capable of integrating information about measured porous structures and accounting for experimental observations where thermocouples are placed imperfectly. Of the 4 empirical parameters in the LC model, we remove one based on level set results and estimate two more by electromagnetic simulation, recommending a new variant of the 0D lumped capacitance model. This LC model is compared to experiments in both microwave-assisted lyophilization and microwave vacuum drying of products in vials, emphasizing that microwave heating of the vial wall and heat conduction from the vial wall to frozen product cannot be neglected. The implementations of the new models, alongside the analysis, are published as open source Julia code.

Graphical abstract:

微波辅助小瓶冻干的机理模型与实验比较。
微波加热已被证明可以加速药物冻干,但对于确保该过程高效且不损坏产品至关重要的稳健过程模型仍然很少。基于高频微波冻干实验和最近的建模工作,我们开发了一个二维水平集模拟,该模拟改进了集总电容(LC)模型中的假设。二维水平集模型还能够整合有关测量多孔结构的信息,并考虑热电偶放置不完美的实验观察。在LC模型的4个经验参数中,我们根据水平集结果去除一个参数,并通过电磁仿真估计另外两个参数,推荐了0D集总电容模型的新变体。将该LC模型与微波辅助冷冻干燥和微波真空干燥小瓶产品的实验进行了比较,强调微波加热小瓶壁和小瓶壁对冷冻产品的热传导是不可忽视的。新模型的实现和分析一起作为开源代码Julia代码发布。图形化的简介:
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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