Fault Detection and Control Systems

Toward Digital-Twin-Enabled Bioprocess Monitoring: Fault-Inclusive Soft Sensing of Penicillin Concentration Under Process Deviations

This paper evaluates fault-inclusive soft sensing for penicillin concentration estimation during fermentation deviations, showing improved performance but limited generalization to unseen faults.