Selection of surrogate modeling techniques for surface approximation and surrogate-based optimization

Prediction of Human Induced Pluripotent Stem Cell Cardiac Differentiation Outcome by Multifactorial Process Modeling

(2020) Bianca Williams et al.   Frontiers in Bioengineering and Biotechnology

Multi-objective Optimization of Sulfur Recovery Units Using a Detailed Reaction Mechanism to Reduce Energy Consumption and Destruct Feed Contaminants

(2019) Ramees K. Rahman et al.   COMPUTERS & CHEMICAL ENGINEERING

Integrated process design, scheduling, and control using multiparametric programming

(2019) Baris Burnak et al.   COMPUTERS & CHEMICAL ENGINEERING

Advances in surrogate based modeling, feasibility analysis, and optimization: A review

(2018) Atharv Bhosekar et al.   COMPUTERS & CHEMICAL ENGINEERING

Support vector regression modelling and optimization of energy consumption in carbon fiber production line

(2018) Gelayol Golkarnarenji et al.   COMPUTERS & CHEMICAL ENGINEERING

Fault detection of broken rotor bar in LS-PMSM using random forests

(2018) Juan C. Quiroz et al.   MEASUREMENT

Automatic selection for general surrogate models

(2018) Malek Ben Salem et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

A Data-Driven Design for Fault Detection of Wind Turbines Using Random Forests and XGboost

(2018) Dahai Zhang et al.   IEEE Access

Concurrent surrogate model selection (COSMOS): optimizing model type, kernel function, and hyper-parameters

(2017) Ali Mehmani et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Statistical Metamodeling and Sequential Design of Computer Experiments to Model Glyco-Altered Gating of Sodium Channels in Cardiac Myocytes

(2016) Dongping Du et al.   IEEE Journal of Biomedical and Health Informatics

Artificial intelligence metamodel comparison and application to wind turbine airfoil uncertainty analysis

(2016) Yaping Ju et al.   Advances in Mechanical Engineering

Surrogate modeling of multifidelity data for large samples

(2015) E. V. Burnaev et al.   JOURNAL OF COMMUNICATIONS TECHNOLOGY AND ELECTRONICS

Learning surrogate models for simulation-based optimization

(2014) Alison Cozad et al.   AICHE JOURNAL

An evaluation of adaptive surrogate modeling based optimization with two benchmark problems

(2014) Chen Wang et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Comparison of surrogate models with different methods in groundwater remediation process

(2014) Jiannan Luo et al.   Journal of Earth System Science

A comparison of eight metamodeling techniques for the simulation of N2O fluxes and N leaching from corn crops

(2011) Nathalie Villa-Vialaneix et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Constructing Sobol Sequences with Better Two-Dimensional Projections

(2008) Stephen Joe et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING