2020 Virtual AIChE Annual Meeting

Session: Data Driven Optimization

Chair

Co-Chair

Hasan, F., Texas A&M University

Presentations

08:00 AM

(578a) The Melon Toolbox: Machine Learning Models for Optimization
Schweidtmann, A., Netze, L., Mitsos, A.

08:15 AM

(578b) Surrogate-Based Optimization Using Random Forests
Zeng, Z., Williams, B., Cremaschi, S.

08:30 AM

(578c) Data-Driven Process Optimization Under Neural Network Surrogate Model Uncertainty
Yang, S. B., Li, Z.

08:45 AM

(578d) A Unified Framework for Adjustable Robust Optimization with Endogenous Uncertainty and Active Learning
Feng, W., Zhang, Q.

09:00 AM

(578e) Simulation-Based Optimization with Embedded Dynamic Models Using a Data-Driven Spatial Branch-and-Bound Algorithm
Zhai, J., Boukouvala, F.

09:15 AM

(578f) Data-Driven Strategies for Optimization of Integrated Chemical Plants
Ma, K., Sahinidis, N., Rajagopalan, S., Amaran, S., Bury, S.

09:45 AM

(578h) On the Acceleration of quadratic Semidefinite Outer-Approximation Using Combinations of Cutting Plane Approximations and Data Analytics
Marousi, A., Kokosis, A.