2020 Virtual AIChE Annual Meeting

Session: Advances in Machine Learning and Intelligent Systems II

Chair

Wang, Z., Dow Inc.

Co-Chair

Kwon, J., 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
Williams, B., Cremaschi, S.

08:30 AM

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

08:45 AM

(522d) High-Throughput Adsorbent Screening for Gas Separation Via Artificial Neural Networks
Arora, A., Hasan, F.

09:00 AM

(522e) A Hybrid Modelling Framework for on-Line Data-Driven Modelling of Particle Processes
Mansouri, S. S., Gernaey, K. V., Nielsen, R. F., Andersson, M. P., Nazemzadeh, N.

09:15 AM

(522f) Integration of Control with Process Operation through Reinforcement Learning
Petsagkourakis, P., Charitopoulos, V., Galvanin, F., del Rio Chanona, A.

09:30 AM

(522g) Control Lyapunov-Barrier Function-Based Predictive Control of Nonlinear Processes Using Real-Time Machine Learning Modeling
Wu, Z., Rincon, D., Christofides, P.

09:45 AM

(522h) Constrained Reinforcement Learning for Process Optimization and Control
Petsagkourakis, P., Bradford, E., Sandoval Cardenas, I. O., Zhang, D., Galvanin, F., del Rio Chanona, A.