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1. Surrogate-based Optimization for Pharmaceutical Manufacturing Processes

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   Contributor(s):: Wang, Zilong, Escotet-Espinoza, M Sebastian Singh, Ravendra, Ierapetritou, Marianthi

   The development of pharmaceutical manufacturing processes has been facilitated by recent advances in the process simulation area. However, since the simulations are usually complex and the analytical expressions of the model can be unknown, it is difficult to directly apply traditional...

2. A hybrid neural network-first principles approach to process modeling

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   Contributor(s):: Psichogios, Dimitris C., Ungar, Lyle H.

   A hybrid neural network‐first principles modeling scheme is developed and used to model a fedbatch bioreactor. The hybrid model combines a partial first principles model, which incorporates the available prior knowledge about the process being modeled, with a neural network which...