2021 Annual Meeting

Session: Data-Driven and Hybrid Modeling for Decision Making II

Chair

Zhang, Q., University of Minnesota

Co-Chair

Yuan, Z., Tsinghua University

Presentations

12:30 PM

(475a) Multi-Objective Optimization Experimental Design Using a Exploration-Exploitation Trade-Off

12:45 PM

(475b) Multi-Objective Bayesian Optimization of Process Flowsheets Using Trust Regions and Quality Set Metrics.

01:00 PM

(475c) Formulation of Closed-Form Mathematical Expressions Applied to Chemical Engineering Processes Using the Bayesian Machine Scientist

01:15 PM

(475d) Data Clustering-Based Hybrid-Kinetic Model of an Industrial-Scale Biochemical Fermenter

01:45 PM

(475f) A Hybrid Mechanistic-Machine Learning Approach for Identifying Governing Dynamical Equations of Algal Biodiesel Production Networks

02:00 PM

(475g) Discovering Interpretable Models from Data Using Machine Learning: Application to Nonlinear Parametric Models