We showed that when you are early in your digitalization journey where you only have access to manipulated variables (e.g. sugar feed rate) and the outcome (e.g. yield), you......
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June 28, 2021
AI, Industry, Technology
Optimizing DoE and Production Runs with Little Data
For many batch processes (e.g. in Life Sciences, Food & Beverage), the Design of Experiments (DoE) is usually conducted before scaling up to production...
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June 21, 2021
AI, Industry, Technology
Open sourcing A better Penicillin Bioreactor Simulation
For industries like Life Sciences, it is challenging to collect a large amount of data with high quality that is needed for machine learning and autonomous control applic...
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June 14, 2021
AI, Technology
It’s time to ditch Apache Spark and adopt Dask
This isn’t a comparison between Apache Spark vs. Dask. But if you are interested in that, Dask is humble enough to include that in their......
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June 11, 2021
Technology
The Nature of Industrial Data
The devil is in the data. Industrial data is known to be one of the most complex data forms. We experienced it first-hand building a Near Real-Time......
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April 15, 2021
AI, Digital Transformation, Technology
Process Optimization using AI/ML
Techniques like PID control or MPC can track single or multiple setpoints effectively. However, it remains a great challenge to adaptively find the optimal setpoints,......
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November 1, 2018
AI, Industry, Technology
Closed-loop AI Key to Transformational Impact
AI systems are becoming available that automate many of the machine learning tasks that could previously only be performed by experienced data scientists. Using these OT-focused AI platforms, engineer...