2022 Annual Meeting

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

Chair

Joel Paulson, The Ohio State University

Co-Chair

Utkarsh Shah, Google

Presentations

03:30 PM

(182a) Data-Driven Discovery of Sparse Dynamical Model of Cardiac System for Model Predictive Control
Srinivas Rangarajan, Siddharth Prabhu, Mayuresh Kothare

03:49 PM

(182b) Convex Optimal Control of Multi-Time-Scale Systems Using Input Convex Temporal Convolutional Neural Networks
Sambit Ghosh, B. Wayne Bequette, Shu Yang, Ungorr Nassery

04:08 PM

(182c) Predicting Goal Attainment in Control-Oriented Behavioral Interventions Using a Data-Driven System Identification Approach
Daniel Rivera, Sarasij Banerjee, Rachael Kha, Eric Hekler

04:27 PM

(182d) Modeling Tipping Points in the Reduced-Order Stochastic Dynamics of a Population of Interacting Agents
Cristina Martin Linares, Ioannis G. Kevrekidis, Tianqi Cui, Gianluca Fabiani, Constantinos Siettos, Nikolas Evangelou

04:46 PM

(182e) Reduced-Order Modeling and Predictive Control of Nonlinear Processes Using Machine Learning
Tianyi Zhao, Yingzhe Zheng, Zhe Wu

05:05 PM

(182f) Recovery of Transparent Dynamic Models from Black-Box Systems Using Symbolic Regression.
Burcu Beykal, Benjamin Cohen, George M. Bollas

05:24 PM

(182g) Process Aware Data Driven Modeling and Model Predictive Control of Monoclonal Antibody Bioreactor
Samardeepsingh Sarna, Nikesh Patel, Brandon Corbett, Prashant Mhaskar, Chris McCready

05:43 PM

(182h) Learning Linear Representations of Nonlinear Dynamics Using Deep Learning
Akhil Ahmed, Antonio del Rio Chanona, Mehmet Mercangoz