Data for: Modern day monitoring and control challenges outlined on an industrial-scale benchmark fermentation process

All details describing the simulation are available on the following website: www.industrialpenicillinsimulation.com. IndPenSim is the first simulation to include a realistic simulated Raman spectroscopy device for the purpose of developing, evaluating and implementation of advanced and innovative control solutions applicable to biotechnology facilities.

This data set generated by IndPenSim represents the biggest data set available for advanced data analytics and contains 100 batches with all available process and Raman spectroscopy measurements (~2.5 GB). This data is highly suitable for the development of big data analytics, machine learning (ML) or artificial intelligence (AI) algorithms applicable to the biopharmaceutical industry. The 100 batches are controlled using different control strategies and different batch lengths representing a typical Biopharmaceutical manufacturing facility: Batches 1-30: Controlled by recipe driven approach Batches 31-60: Controlled by operators Batches 61:90: Controlled by an Advanced Process Control (APC) solution using the Raman spectroscopy Batches 91:100: Contain faults resulting in process deviations.