MACHINE LEARNING and DATA MANAGEMENT for the ESTIMATION of FLUID PROPERTIES and PHASE EQUILIBRIA

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00:00:00 Welcome and introduction
Christoph Held, TU Dortmund - Germany
Antoon ten Kate, Nouryon - Netherlands
Petr Kluson, EFCE Scientific Vice-President

00:09:32 Benchmarking Equations of State using a Reference Database. A PC-SAFT Study
Ilias Nikolaidis, Demokritos Institute, Athens - Greece

00:36:13 Hybridizing Machine Learning and Physical Modeling of Mixtures
Fabian Jirasek, TU Kaiserslauten – Germany

01:04:00 PTFlash: A vectorized and parallel deep learning framework for two-phase flash calculation
Jingang Qu, IFP Energies Nouvelles - France

01:29:09 Machine-Learning Methods to Facilitate Coarse-Grained Molecular Simulations
Eleonora Ricci, Demokritos Institute, Athens - Greece

02:02:14 Discussion and Conclusive remarks
Christof Held, TU Dortmund - Germany
Antoon ten Kate, Nouryon - Netherlands
  1. European Federation of Chemical Engineering
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