2025 Spring Meeting and 21st Global Congress on Process Safety

Session: Data-driven and Surrogate-based Modeling

We invite contributions from process systems engineering addressing data-driven and surrogate-based modeling. Both the development and the application of methods are of interest. In particular collaborations between academia and industry are welcome that address industrial problems with modern methods.

Chair

Presentations

08:00 AM

(74a) Simulation and Prediction of Chemical Separation Processes Based on Pinn
Zhijie Zhao, Jia Shengkun

08:22 AM

(74b) Bootstrap-Based Adaptation of Data-Driven Models to Tackle Step Changes in Process Data
Elia Arnese Feffin, Jinwook Rhyu, Richard D. Braatz

08:44 AM

(74c) Surrogate Quality Score: A Hybrid Metric to Balance Model Accuracy and Complexity
Maaz Ahmad, Iftekhar Karimi

09:06 AM

(74d) A Data-Driven Approach Based on Lab-Scale Experimental Data to Characterize Gas-Solid Interactions in Buried Pipeline Releases
Ola Srour, Konstantinos Kakosimos, Luc Vechot