2020 Virtual AIChE Annual Meeting

Session: Advances in Machine Learning and Intelligent Systems II

Chair

Zhenyu Wang, Dow Inc.

Co-Chair

Joseph Kwon, Texas A&M University

Presentations

08:00 AM

(522a) Comparison of Surrogate Modeling Techniques for Design Space Approximation and Surrogate-Based Optimization: Effect of Sampling Technique and Sample Size
Bianca Williams, Selen Cremaschi

08:30 AM

(522c) Investigating Performance Metrics and Machine Learning Models Towards Automating the Diagnosis of Membranous Nepthropathy
Antonios Armaou, Yao Xue

08:45 AM

(522d) High-Throughput Adsorbent Screening for Gas Separation Via Artificial Neural Networks
Akhil Arora, Faruque Hasan

09:00 AM

(522e) A Hybrid Modelling Framework for on-Line Data-Driven Modelling of Particle Processes
Seyed Soheil Mansouri, Krist V. Gernaey, Rasmus Fjordbak Nielsen, Martin Peter Andersson, Nima Nazemzadeh

09:15 AM

(522f) Integration of Control with Process Operation through Reinforcement Learning
Panagiotis Petsagkourakis, Vassilis Charitopoulos, Federico Galvanin, Antonio del Rio Chanona

09:30 AM

(522g) Control Lyapunov-Barrier Function-Based Predictive Control of Nonlinear Processes Using Real-Time Machine Learning Modeling
Zhe Wu, David Rincon, Panagiotis Christofides

09:45 AM

(522h) Constrained Reinforcement Learning for Process Optimization and Control
Panagiotis Petsagkourakis, Eric Bradford, Ilya Orson Sandoval Cardenas, Dongda Zhang, Federico Galvanin, Antonio del Rio Chanona