AI in Refining (Dec. 2021)

Though AI has always fascinated the world, multiple AI hype cycles were followed by “AI winters” due to real-world technological failure. Does the current excitement about AI in the hydrocarbon processing industry actually stem from a new technological breakthrough? The answer is yes. This breakthrough is called Deep Learning, or Deep Neural Networks (DNNs). To fully optimize a refinery or a chemical plant, Deep Learning needs to be operated in closed-loop, in the framework of reinforcement learning…

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