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Process engineers working with specialty chemicals often face the challenge of optimizing production systems—consisting of both batch and continuous processes. However, modeling these mixed processes can be complex and time-consuming. 

Fermentation modeling is essential for advancing sustainability initiatives such as biomass feedstocks and Sustainable Aviation Fuel (SAF); however, accurately simulating biological processes and scaling production can be complex.