2021 Annual Meeting

Session: Data-Driven Techniques for Dynamic Modeling, Estimation and Control I

Chair

Joseph Kwon, Texas A&M University

Co-Chair

Qi Zhang, University of Minnesota

Presentations

08:00 AM

(246a) Model Predictive Control of Vagus Nerve Stimulation in the Rat Cardiac System Using Long Short-Term Memory Network
Andrew Branen, Gautam Kumar, Mayuresh Kothare, Yuyu Yao, Babak Mahmoudi

08:19 AM

(246b) High Throughput Characterization of Membrane Transport Properties through Data Analytics
Xinhong Liu, Jonathan Ouimet, Elvis Eugene, William Phillip, Alexander Dowling

08:38 AM

(246c) Pathologies of Neural Networks As Models of Discrete-Time Dynamical Systems
Thomas Bertalan, Tianqi Cui, Georgios Psarellis, Ioannis G. Kevrekidis, Sebastian Reich

08:57 AM

(246d) Data-Driven Dynamic Latent Variable Analysis of Chaotic and Oscillatory Chemical Systems
S. Joe Qin

09:16 AM

(246e) Online Monitoring Based on Reaction Network and Kinetic Model Identification from Spectroscopic Data without a Priori knowledge of Species and Reactions
Anjana Puliyanda, Karthik Srinivasan, Vinay Prasad

09:35 AM

(246f) Emergent Data-Driven Model Reductions for Coupled, Heterogeneous Agent-Based Systems
Thomas Thiem, Felix Kemeth, Thomas Bertalan, Carlo R. Laing, Ioannis G. Kevrekidis

09:54 AM

(246g) Dynamic Operability Analysis Employing Kriging-Based Surrogate Models
San Dinh, Victor Alves, Fernando V. Lima

10:13 AM

(246h) Functional Observers for Discrete-Time Nonlinear Systems with Applications to Fault Detection and Estimation
Costas Kravaris, Benjamin Wilhite, Sunjeev Venkateswaran, M.Ziyan Sheriff