Conference Agenda

Overview and details of the sessions of this conference. Please select a date or location to show only sessions at that day or location. Please select a single session for detailed view (with abstracts and downloads if available).

Session Overview
S7-05: Session 7
Wednesday, 15/June/2022:
10:30am - 12:20pm

Session Chair: Henrique Anibal Santos de Matos
Location: Spot Room

Level 1

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10:30am - 11:00am

Machine Learning-Based Surrogate Models and Transfer Learning for Derivative Free Optimization of HTPEM Fuel Cells

Luis A. Briceno-Mena1, Christopher G. Arges2, Jose A. Romagnoli1

1Cain Department of Chemical Engineering, Louisiana State University; 2Department of Chemical Engineering, The Pennsylvania State University

11:00am - 11:20am

A methodology for gray-box modeling of nonlinear ODE systems

Joschka Winz, Sebastian Engell

Technische Universität Dortmund, Germany

11:20am - 11:40am

Economic risk analysis of emergent green hydrogen facilities – A Monte Carlo approach

Bruno Gerard1, Eduardo Carrera2, Denis Lun1, Lu Zhao3

1Envision Digital, France; 2Capgemini Engineering, France; 3Envision Digital, Singapore

11:40am - 12:00pm

Interpretability of neural networks predictions using Accumulated Local Effects (ALE) and sensitivity measures.

Tina Sadat Danesh Alaghehband, Rachid Ouaret, Pascal Floquet, Stephane Negny

Laboratoire de Génie Chimique, Université de Toulouse, CNRS, INPT, UPS, Toulouse, France

12:00pm - 12:20pm

Hybrid AI Models in Chemical Engineering – A Purpose-driven Perspective

Arijit Chakraborty1, Sven Serneels2,3, Heiko Claussen2, Venkat Venkatasubramanian1

1Department of Chemical Engineering, Columbia University, New York, NY 10027, United States of America; 2Aspen Technology Inc., 20 Crosby Dr, Bedford, MA 01730, United States of America; 3Department of Mathematics, University of Antwerp, B-2020 Antwerp, Belgium

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