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Ineos (Germany)

Germany

1 paper here2 citations across 1
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  • cs.LG1
ROR 0140bnh63OpenAlex

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most citedScaling up machine learning-based chemical plant simulation: A method for fine-tuning a model to induce stable fixed points

2 citations

researchers with a paper here
  • G. A. Ramirez1 · h 1
  • Malte Esders1 · h 4
  • M. Gastegger1 · h 27
  • S. Samal1 · h 9
collaborating institutions
  • BASF (Germany)DE1 paper
  • Technische Universität BerlinDE1 paper

1 paper

cs.LG2023★ 2 cited

Scaling up machine learning-based chemical plant simulation: A method for fine-tuning a model to induce stable fixed points

Malte Esders, Gimmy Alex Fernandez Ramirez, Michael Gastegger +1

Idealized first-principles models of chemical plants can be inaccurate. An alternative is to fit a Machine Learning (ML) model directly to plant sensor data. We use a structured ap…

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