2022 Annual Meeting

Session: Data-Driven Dynamic Modeling, Estimation and Control II

Chair

Zhenyu Wang, Dow Inc.

Co-Chair

Heleno Bispo, Federal University of Campina Grande

Presentations

12:30 PM

(106a) Building a Large-Scale Kinetic Model for Saccharomyces Cerevisiae: Challenges and Insights
Mengqi Hu, Hoang Dinh, Yihui Shen, Charles Foster, Patrick Suthers, Joshua D. Rabinowitz, Costas D. Maranas

12:49 PM

(106b) Hybrid Modeling of Bioprocesses Based on a Kinetic Canonical Formalism
Tim Forster, Daniel Vázquez, Mariano Nicolas Cruz Bournazou, Alessandro Butté, Gonzalo Guillén-Gosálbez

01:08 PM

(106c) Inverse Backward Analysis of Neural Approximants of Ordinary Differential Equations
Thomas Bertalan, Aiqing Zhu, Beibei Zhu, Yifa Tang, Ioannis G. Kevrekidis

01:27 PM

(106d) Experimental Demonstration of Closed-Loop Optimization of a Single Column Pressure Swing Adsorption (PSA)-Based Oxygen Concentrator Using Machine Learning
Mayuresh Kothare, Gautam Kumar, Andrew Branen, Zeping Chen

01:46 PM

(106e) Nonlinear Reactor Design Optimization with Embedded Microkinetic Model Information for Sustainable Shale Gas Processing
Kanishka Ghosh, Alexander Dowling, Jennifer Dunn, Santiago Salas

02:05 PM

(106f) Deep Learning Aided Koopman Predictive Control for Post-Combustion CO2 Capture Process
Xuewen Zhang, Xunyuan Yin, Benjamin Decardi-Nelson

02:24 PM

(106g) Development of Algorithms for Augmenting and Replacing Conventional Process Control Using Reinforcement Learning
Matthew Alastanos, Daniel Beahr, Elijah Hedrick, Debangsu Bhattacharyya

02:43 PM

(106h) Data-Driven Predictive Control of Two-Timescale Dynamics: Application to a Battery System
Bhavana Bhadriraju, Joseph Kwon, Faisal Khan