Dataset - Biopharmaceutical manufacturing

This data was generated using an advanced mathematical simulation of a 100,000 litre penicillin fermentation system referenced as IndPenSim. All details describing the simulation are available on the following website: http://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 90 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 90 batches are controlled using different control strategies and different batch lengths representing a typical Biopharmaceutical manufacturing facility:<br>batch_recipe: Controlled by recipe driven approachbatch_operator: Controlled by operatorsbatch_APC: Controlled by an Advanced Process Control (APC) solution