2020 Virtual AIChE Annual Meeting

Session: Data-Driven and Hybrid Modeling for Decision Making

Chair

Alexander Dowling, University of Notre Dame

Co-Chair

Dhruv Gupta, University of Wisconsin-Madison

Presentations

08:00 AM

(674a) Hybrid Modeling Approach Integrating PLS Models with First Principles Knowledge
Debanjan Ghosh, Prashant Mhaskar, John MacGregor

08:15 AM

(674b) Indirect Parameter Estimation of Dynamic Mechanistic Models via Hybrid and Neural Differential Equations.
William Bradley, Fani Boukouvala

08:30 AM

(674c) Bayesian Learning from Hybrid Models and Their Applications in Thermodynamics and Reaction Engineering
Elvis Eugene, Xian Gao, Alexander Dowling

08:45 AM

(674d) Development of a Hybrid First Principles – Artificial Intelligence Approach for Dynamic Modeling of Complex Systems
Angan Mukherjee, Debangsu Bhattacharyya

09:00 AM

(674e) A Hybrid Simulation-Based and Mathematical Optimization Framework: Demonstration on a Carbon Capture System Optimization
Miguel A. Zamarripa, Anuja Deshpande, Benjamin P. Omell, Michael S. Matuszewski, David Miller

09:15 AM

(674f) Coupling Mechanistic and Data-Driven Models By Means of Neural Differential Equations to Incorporate Unmodeled Dynamics
Ward Quaghebeur, David Fernandes del Pozo, Elena Torfs, Bernard De Baets, Ingmar Nopens

09:30 AM

(674g) Enhancing Symbolic Regression with Gradient Information
Marissa Engle, Nick Sahinidis

09:45 AM

(674h) Mixed-Integer Formulations for Fair Classification
Apoorva Sampat, Dilara Goreke, Victor M. Zavala