Digital Design of an Integrated Continuous Crystallization, Wet Milling and Classification System with Recycle for Purity and Crystal Size Distribution Control

In recent years, continuous crystallization has gained interest in the pharmaceutical sector due to its lower manufacturing costs and maintenance. However, controlling multiple critical quality attributes (CQAs) simultaneously is challenging due to trade-offs between various mechanisms influenced by limited operating conditions. To enhance the controllability, crystallization is often integrated with other unit operations, requiring an overall process designed as an integrated system. This paper focuses on a continuous 3-stage crystallization, wet milling, and classification system within a quality-by-digital design (QbDD) framework. Emphasizing process intensification and sustainability, the system incorporates recycling to increase robustness. The attainable region of the crystal size and impurity is broadened through recirculation and the integration of downstream units. The effects of design variables on start-up behavior are also analyzed, and kinetic parameter uncertainties are studied for robustness. Validation experiments confirm that the digital design successfully predicts the system behavior for CQAs of crystal size and impurity.

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Publication Details

Journal
Industrial & Engineering Chemistry Research
Published
2025-01-27
DOI
https://doi.org/10.1021/acs.iecr.4c03749
Citations
2
Primary Topic
Crystallization and Solubility Studies
Type
article
Field-Weighted Citation Impact
1.04

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article

Digital Design of an Integrated Continuous Crystallization, Wet Milling and Classification System with Recycle for Purity and Crystal Size Distribution Control

Zoltan Kalman Nagy, Rojan Parvaresh
2 citations
Industrial & Engineering Chemistry Research
Crystallization and Solubility Studies
1.04
article

Digital Design of an Integrated Continuous Crystallization, Wet Milling and Classification System with Recycle for Purity and Crystal Size Distribution Control

Zoltan Kalman Nagy, Rojan Parvaresh
article en
2 citations

Abstract

In recent years, continuous crystallization has gained interest in the pharmaceutical sector due to its lower manufacturing costs and maintenance. However, controlling multiple critical quality attributes (CQAs) simultaneously is challenging due to trade-offs between various mechanisms influenced by limited operating conditions. To enhance the controllability, crystallization is often integrated with other unit operations, requiring an overall process designed as an integrated system. This paper focuses on a continuous 3-stage crystallization, wet milling, and classification system within a quality-by-digital design (QbDD) framework. Emphasizing process intensification and sustainability, the system incorporates recycling to increase robustness. The attainable region of the crystal size and impurity is broadened through recirculation and the integration of downstream units. The effects of design variables on start-up behavior are also analyzed, and kinetic parameter uncertainties are studied for robustness. Validation experiments confirm that the digital design successfully predicts the system behavior for CQAs of crystal size and impurity.

Industrial & Engineering Chemistry ResearchVol. 64(5)
Purdue University West Lafayette (US)
International Fine Particle Research Institute
Openalex Percentile: Top 28%
Crystallization and Solubility Studies
1.04
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Digital Design of an Integrated Continuous Crystallization, Wet Milling and Classification System with Recycle for Purity and Crystal Size Distribution Control — Zoltan Kalman Nagy, Rojan Parvaresh · Industrial & Engineering Chemistry Research (2025) | TGRS Research Map | TGRS