Market Insight Drug Development |

Multiphysics Simulations Combined With Physics Informed Neural Networks (PINNs) In The Development Of Pharmaceutical Processes

Florian Ries

Principal Research Scientist I

AbbVie

12 August, 2026
Watch time: 19 Minutes

Highlights

Takeaways

Multiphysics simulations are highly effective for developing pharmaceutical processes, but their computational cost limits scalability.

Physics-Informed Neural Networks (PINNs), trained on multiphysics simulation data, can retain comparable detail and complexity while being far less computationally intensive, enabling faster development and highly scalable process modeling.

Florian Ries, Principal Research Scientist I, AbbVie

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