Hybrid Modeling

Relevant Publications

1. Reduced-order Modeling
   • Machine learning-based surrogate modeling for data-driven optimization: a comparison of subset selection for regression techniques
   • Nonlinear Variable Selection Algorithms for Surrogate Modeling
   • Reduced order Discrete Element Method (DEM) modeling
   • Improving continuous powder blending performance using Projection to Latent Structures regression
   • Computational Approaches for Studying the Granular Dynamics of Continuous Blending Processes, 2 – Population Balance and Data-Based Methods
   • Dynamic Data-Driven Modeling of Pharmaceutical Processes
   
   
2. Surrogate Modeling
   • Surrogate-Based Optimization for Mixed-Integer Nonlinear Problems
   • Machine learning-based surrogate modeling for data-driven optimization: a comparison of subset selection for regression techniques
   • Nonlinear Variable Selection Algorithms for Surrogate Modeling
   • Teaching data-analytics through process design
   • Surrogate-based optimization of expensive flowsheet models for continuous pharmaceutical manufacturing