Roles of mechanistic, data-driven, and hybrid modeling approaches for pharmaceutical process design and operation

MR Gaddem, J Kim, K Matsunami, Y Hayashi… - Current Opinion in …, 2024 - Elsevier
This work presents a bird's eye view depicting current trends in the pharmaceutical industry
and the role of mathematical modeling in process design and operation within the …

An integrated data management and informatics framework for continuous drug product manufacturing processes: A case study on two pilot plants

Y Chen, C Sampat, YS Huang, S Ganesh… - International Journal of …, 2023 - Elsevier
The pharmaceutical industry continuously looks for ways to improve its development and
manufacturing efficiency. In recent years, such efforts have been driven by the transition from …

Digital Design of Cooling Crystallization Processes Using a Machine Learning-Based Strategy

Y Ma, W Li, H Yang, J Gong… - Industrial & Engineering …, 2024 - ACS Publications
This study introduces a novel machine learning-based digital design strategy for predicting
the final yield and particle size distribution (PSD) in cooling crystallization processes. The …

Using PharmaPy with Jupyter Notebook to teach digital design in pharmaceutical manufacturing

DJ Laky, D Casas‐Orozco, M Abdi… - Computer …, 2023 - Wiley Online Library
The use of digital tools in pharmaceutical manufacturing has gained traction over the past
two decades. Whether supporting regulatory filings or attempting to modernize …

Dynamic Optimization for Petrophysical Property Estimation in Unsteady-State Coreflooding Using Pyomo

R Kalule, HA Abderrahmane, S Ahmed, W AlAmeri… - SPE Journal, 2024 - onepetro.org
This paper deals with a mathematical modeling and optimization-based approach for
estimating relative permeability and capillary pressure from average water saturation data …

OPTIMIZATION TECHNIQUES FOR PHARMACEUTICAL MANUFACTURING AND DESIGN SPACE ANALYSIS

DJ Laky - 2022 - hammer.purdue.edu
In this dissertation, numerical analysis frameworks and software tools for digital design of
process systems are developed. More specifically, these tools have been focused on digital …

Digital Twin Development and Advanced Process Control for Continuous Pharmaceutical Manufacturing

YS Huang - 2023 - hammer.purdue.edu
To apply Industry 4.0 technologies and accelerate the modernization of continuous
pharmaceutical manufacturing, digital twin (DT) and advanced process control (APC) …

[PDF][PDF] Hybrid Rule-based and Optimization-driven Decision Framework for the Rapid Synthesis of End-to-End Optimal (E2EO) and Sustainable Pharmaceutical …

Y Barhatea, D Casas-Orozcoa, DJ Lakya… - psecommunity.org
In this paper, a hybrid heuristic rule-based and deterministic optimization-driven process
decision framework is presented for the analysis and optimization of process flowsheets for …