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Comparison of regression techniques for generating surrogate models to predict the thermodynamic behavior of biomass gasification systems

Computer Aided Chemical Engineering, 2023, Vol.52, p.1235-1240

2023

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Symbolic regression-based method for developing a physics-informed surrogate model for a manufacturing process

Computer Aided Chemical Engineering, 2023, Vol.52, p.1559-1564

2023

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Optimization of Simulated Moving Bed Chromatographic Processes using Surrogate Models

Computer Aided Chemical Engineering, 2023, Vol.52, p.343-348

2023

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A genetic algorithm-active learning approach in energy systems optimization

Computer Aided Chemical Engineering, 2023, Vol.52, p.929-934

2023

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CGXplain: Rule-Based Deep Neural Network Explanations Using Dual Linear Programs

Trustworthy Machine Learning for Healthcare, 2023, Vol.13932, p.60-72

2023

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Surrogate Modeling for Superstructure Optimization with Generalized Disjunctive Programming

Computer Aided Chemical Engineering, 2022, Vol.49, p.1267-1272

2022

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Extreme Algorithm Selection with Dyadic Feature Representation

Discovery Science, p.309-324

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Rapid and Low-Cost Evaluation of Multi-fidelity Scheduling Algorithms for Hyperparameter Optimization

Intelligent Data Engineering and Automated Learning – IDEAL 2023, p.64-69

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Integration of metabolic models in biorefinery designs using superstructure optimisation

Computer Aided Chemical Engineering, 2023, Vol.52, p.2249-2254

2023

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An Attention-Based Temporal and Spatial Convolution Recursive Neural Network for Surrogate Modeling of the Production Curve Prediction

Proceedings of the International Field Exploration and Development Conference 2023, p.505-515

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Development of Surrogate Fracture Cleanup Model

Proceedings of the International Field Exploration and Development Conference 2023, p.1274-1281

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Study of Spatial Feature Extraction Methods for Surrogate Models of Numerical Reservoir Simulation

Proceedings of the International Field Exploration and Development Conference 2023, p.174-184

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Physics-Informed Neural Network Surrogate Modeling Approach of Active/Passive Flow Control for Drag Reduction

Cognitive Systems and Information Processing, p.243-255

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An Uncertainty Estimation Method of Support Vector Machine Surrogate Model Assisting for Expensive Optimization

Exploration of Novel Intelligent Optimization Algorithms, p.360-368

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Continuous Surrogate-Based Optimization Algorithms Are Well-Suited for Expensive Discrete Problems

Artificial Intelligence and Machine Learning, 2021, Vol.1398, p.48-63

2021

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The Expected R2-Indicator Improvement for Multi-objective Bayesian Optimization

Evolutionary Multi-Criterion Optimization, p.359-370

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Mechanism Surrogate Based Model Predictive Control of Hydraulic Segment Assembly Robot with Sliding Friction

Intelligent Robotics and Applications, p.230-241

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Surrogate Models for Optimization of Dynamical Systems

Foundations of Modern Statistics, p.563-593

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Hybrid Modeling and Multi-Fidelity Approaches for Data-Driven Branch-and-Bound Optimization

Computer Aided Chemical Engineering, 2023, Vol.52, p.1313-1318

2023

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A Surrogate Model of CO2 Flooding Reservoir Simulation Based on Deep Learning

Proceedings of the International Field Exploration and Development Conference 2022, p.7090-7102

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Surrogate-assisted Multi-objective Optimization via Genetic Programming Based Symbolic Regression

Evolutionary Multi-Criterion Optimization, p.176-190

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Optimization of a Powerful Double-Intake and Rotor Squirrel Cage Fan

Proceedings of the 5th International Conference on Building Energy and Environment, p.2221-2225

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Evaluating Surrogate Models for Robot Swarm Simulations

Optimization and Learning, p.224-235

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Multi-population Algorithm Using Surrogate Models and Different Training Plans

Artificial Intelligence and Soft Computing, p.385-398

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An Improved Fuzzy Classifier-Based Evolutionary Algorithm for Expensive Multiobjective Optimization Problems with Complicated Pareto Sets

Evolutionary Multi-Criterion Optimization, p.231-246

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Comparison of regression techniques for generating surrogate models to predict the thermodynamic behavior of biomass gasification systems

Symbolic regression-based method for developing a physics-informed surrogate model for a manufacturing process

Optimization of Simulated Moving Bed Chromatographic Processes using Surrogate Models

A genetic algorithm-active learning approach in energy systems optimization

CGXplain: Rule-Based Deep Neural Network Explanations Using Dual Linear Programs

Surrogate Modeling for Superstructure Optimization with Generalized Disjunctive Programming

Extreme Algorithm Selection with Dyadic Feature Representation

Rapid and Low-Cost Evaluation of Multi-fidelity Scheduling Algorithms for Hyperparameter Optimization

Integration of metabolic models in biorefinery designs using superstructure optimisation

An Attention-Based Temporal and Spatial Convolution Recursive Neural Network for Surrogate Modeling of the Production Curve Prediction

Development of Surrogate Fracture Cleanup Model

Study of Spatial Feature Extraction Methods for Surrogate Models of Numerical Reservoir Simulation

Physics-Informed Neural Network Surrogate Modeling Approach of Active/Passive Flow Control for Drag Reduction

An Uncertainty Estimation Method of Support Vector Machine Surrogate Model Assisting for Expensive Optimization

Continuous Surrogate-Based Optimization Algorithms Are Well-Suited for Expensive Discrete Problems

The Expected R2-Indicator Improvement for Multi-objective Bayesian Optimization

Mechanism Surrogate Based Model Predictive Control of Hydraulic Segment Assembly Robot with Sliding Friction

Surrogate Models for Optimization of Dynamical Systems

Hybrid Modeling and Multi-Fidelity Approaches for Data-Driven Branch-and-Bound Optimization

A Surrogate Model of CO2 Flooding Reservoir Simulation Based on Deep Learning

Surrogate-assisted Multi-objective Optimization via Genetic Programming Based Symbolic Regression

Optimization of a Powerful Double-Intake and Rotor Squirrel Cage Fan

Evaluating Surrogate Models for Robot Swarm Simulations

Multi-population Algorithm Using Surrogate Models and Different Training Plans

An Improved Fuzzy Classifier-Based Evolutionary Algorithm for Expensive Multiobjective Optimization Problems with Complicated Pareto Sets

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