| 2026 | ICCS | Multidisciplinary Iterative Neural Networks for Propagating Uncertainties in Coupled Systems. | Abhijnan Dikshit, Leifur Leifsson, Slawomir Koziel, Anna Pietrenko-Dabrowska |
| 2026 | ICCS | Uncertainty Propagation for Random Field Outputs Using Denoising Diffusion Models. | Pavankumar Koratikere, Leifur Leifsson, Slawomir Koziel, Anna Pietrenko-Dabrowska |
| 2026 | ICCS | Design-Ready Microwave Modeling by Spatial and Dimensional Domain Restriction. | Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson |
| 2026 | ICCS | Multi-fidelity Model Management Strategy for Accelerated Antenna Optimization. | Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson |
| 2025 | ICCS | Reduced-Order Modeling of Compressible Flows Using Supervised Dimensionality Reduction. | Abhijnan Dikshit, Leifur Leifsson, Slawomir Koziel, Anna Pietrenko-Dabrowska |
| 2025 | ICCS | Adaptive Global Modeling Using Neural Networks with Deep Ensembles and Space-Filling Sequences. | Pavankumar Koratikere, Leifur Leifsson, Slawomir Koziel, Anna Pietrenko-Dabrowska |
| 2025 | ICCS | Global Optimization of Microwave Circuits Using Dimensionality Reduction and Multi-fidelity EM Simulations. | Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson |
| 2025 | ICCS | Automated Antenna Design Using Computational Intelligence and Numerical Optimization. | Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson |
| 2024 | ICCS | Adaptive Sampling for Non-intrusive Reduced Order Models Using Multi-task Variance. | Abhijnan Dikshit, Leifur Leifsson, Slawomir Koziel, Anna Pietrenko-Dabrowska |
| 2024 | ICCS | Adaptive Hyperparameter Tuning Within Neural Network-Based Efficient Global Optimization. | Taeho Jeong, Pavankumar Koratikere, Leifur Leifsson, Slawomir Koziel, Anna Pietrenko-Dabrowska |
| 2024 | ICCS | Cost-Efficient Multi-Objective Design of Miniaturized Microwave Circuits Using Machine Learning and Artificial Neural Networks. | Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson |
| 2024 | ICCS | Expedited Machine-Learning-Based Global Design Optimization of Antenna Systems Using Response Features and Multi-fidelity EM Analysis. | Anna Pietrenko-Dabrowska, Slawomir Koziel, Leifur Leifsson |
| 2023 | ICCS | Constrained Aerodynamic Shape Optimization Using Neural Networks and Sequential Sampling. | Pavankumar Koratikere, Leifur Leifsson, Slawomir Koziel, Anna Pietrenko-Dabrowska |
| 2023 | ICCS | Efficient Uncertainty Quantification Using Sequential Sampling-Based Neural Networks. | Pavankumar Koratikere, Leifur Leifsson, Slawomir Koziel, Anna Pietrenko-Dabrowska |
| 2023 | ICCS | Low-Cost Behavioral Modeling of Antennas by Dimensionality Reduction and Domain Confinement. | Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson |
| 2023 | ICCS | Expedited Metaheuristic-Based Antenna Optimization Using EM Model Resolution Management. | Anna Pietrenko-Dabrowska, Slawomir Koziel, Leifur Leifsson |
| 2022 | ICCS | Expedited Optimization of Passive Microwave Devices Using Gradient Search and Principal Directions. | Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson |
| 2022 | ICCS | Global Surrogate Modeling by Neural Network-Based Model Uncertainty. | Leifur Leifsson, Jethro Nagawkar, Laurel Barnet, Kenneth Bryden, Slawomir Koziel, Anna Pietrenko-Dabrowska |
| 2022 | ICCS | Neural Network-Based Sequential Global Sensitivity Analysis Algorithm. | Yen-Chen Liu, Leifur Leifsson, Slawomir Koziel, Anna Pietrenko-Dabrowska |
| 2022 | ICCS | Analysis of Agricultural and Engineering Systems Using Simulation Decomposition. | Yen-Chen Liu, Leifur Leifsson, Anna Pietrenko-Dabrowska, Slawomir Koziel |
| 2022 | ICCS | Multi-criterial Design of Antennas with Tolerance Analysis Using Response-Feature Predictors. | Anna Pietrenko-Dabrowska, Slawomir Koziel, Leifur Leifsson |
| 2022 | ICCS | Global Design Optimization of Microwave Circuits Using Response Feature Inverse Surrogates. | Anna Pietrenko-Dabrowska, Slawomir Koziel, Leifur Leifsson |
| 2021 | ICCS | Endogenous Factors Affecting the Cost of Large-Scale Geo-Stationary Satellite Systems. | Nazareen Sikkandar Basha, Leifur Leifsson, Christina L. Bloebaum |
| 2021 | ICCS | Expedited Trust-Region-Based Design Closure of Antennas by Variable-Resolution EM Simulations. | Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson |
| 2021 | ICCS | Improved Design Closure of Compact Microwave Circuits by Means of Performance Requirement Adaptation. | Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson |
| 2021 | ICCS | Iterative Global Sensitivity Analysis Algorithm with Neural Network Surrogate Modeling. | Yen-Chen Liu, Jethro Nagawkar, Leifur Leifsson, Slawomir Koziel, Anna Pietrenko-Dabrowska |
| 2021 | ICCS | On Fast Multi-objective Optimization of Antenna Structures Using Pareto Front Triangulation and Inverse Surrogates. | Anna Pietrenko-Dabrowska, Slawomir Koziel, Leifur Leifsson |
| 2021 | ICCS | Modeling the Contribution of Agriculture Towards Soil Nitrogen Surplus in Iowa. | Vishal Raul, Yen-Chen Liu, Leifur Leifsson, Amy L. Kaleita |
| 2020 | ICCS | Model-Based Sensitivity Analysis of Nondestructive Testing Systems Using Machine Learning Algorithms. | Jethro Nagawkar, Leifur Leifsson, Roberto Miorelli, Pierre Calmon |
| 2020 | ICCS | Reduced-Cost Constrained Modeling of Microwave and Antenna Components: Recent Advances. | Anna Pietrenko-Dabrowska, Slawomir Koziel, Leifur Leifsson |
| 2020 | ICCS | Aerodynamic Shape Optimization for Delaying Dynamic Stall of Airfoils by Regression Kriging. | Vishal Raul, Leifur Leifsson, Slawomir Koziel |
| 2019 | ICCS | Rapid Multi-band Patch Antenna Yield Estimation Using Polynomial Chaos-Kriging. | Xiaosong Du, Leifur Leifsson, Slawomir Koziel |
| 2019 | ICCS | Reduced-Cost Design Optimization of High-Frequency Structures Using Adaptive Jacobian Updates. | Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson |
| 2018 | ICCS | Stochastic-Expansions-Based Model-Assisted Probability of Detection Analysis of the Spherically-Void-Defect Benchmark Problem. | Xiaosong Du, Praveen Gurrala, Leifur Leifsson, Jiming Song, William Q. Meeker, Ronald A. Roberts, Slawomir Koziel, Yonatan A. Tesfahunegn |
| 2018 | ICCS | Model-Assisted Probability of Detection for Structural Health Monitoring of Flat Plates. | Xiaosong Du, Jin Yan, Simon Laflamme, Leifur Leifsson, Yonatan A. Tesfahunegn, Slawomir Koziel |
| 2018 | ICCS | Explicit Size-Reduction-Oriented Design of a Compact Microstrip Rat-Race Coupler Using Surrogate-Based Optimization Methods. | Slawomir Koziel, Adrian Bekasiewicz, Leifur Leifsson, Xiaosong Du, Yonatan A. Tesfahunegn |
| 2017 | ICCS | Pareto Ranking Bisection Algorithm for EM-Driven Multi-Objective Design of Antennas in Highly-Dimensional Parameter Spaces. | Adrian Bekasiewicz, Slawomir Koziel, Leifur Leifsson, Xiaosong Du |
| 2017 | ICCS | Airfoil Design Under Uncertainty Using Non-Intrusive Polynomial Chaos Theory and Utility Functions. | Xiaosong Du, Leifur Leifsson, Slawomir Koziel, Adrian Bekasiewicz |
| 2017 | ICCS | Expedite Design of Variable-Topology Broadband Hybrid Couplers for Size Reduction Using Surrogate-Based Optimization and Co-Simulation Coarse Models. | Piotr Kurgan, Slawomir Koziel, Leifur Leifsson, Xiaosong Du |
| 2016 | ICCS | Sequential Domain Patching for Computationally Feasible Multi-objective Optimization of Expensive Electromagnetic Simulation Models. | Adrian Bekasiewicz, Slawomir Koziel, Leifur Leifsson |
| 2016 | ICCS | Trawl-Door Shape Optimization by Space-Mapping- Corrected CFD Models and Kriging Surrogates. | Ingi M. Jonsson, Leifur Leifsson, Slawomir Koziel, Yonatan A. Tesfahunegn, Adrian Bekasiewicz |
| 2016 | ICCS | Cost-Efficient Microwave Design Optimization Using Adaptive Response Scaling. | Slawomir Koziel, Adrian Bekasiewicz, Leifur Leifsson |
| 2016 | ICCS | Expedited Dimension Scaling of Microwave and Antenna Structures using Inverse Surrogates. | Slawomir Koziel, Adrian Bekasiewicz, Leifur Leifsson |
| 2016 | ICCS | Surrogate Modeling of Ultrasonic Nondestructive Evaluation Simulations. | Jacob Siegler, Leifur Leifsson, Robert J. Grandin, Slawomir Koziel, Adrian Bekasiewicz |
| 2016 | ICCS | Supersonic Airfoil Shape Optimization by Variable-fidelity Models and Manifold Mapping. | Jacob Siegler, Jie Ren, Leifur Leifsson, Slawomir Koziel, Adrian Bekasiewicz |
| 2015 | ICCS | Fast Optimization of Integrated Photonic Components Using Response Correction and Local Approximation Surrogates. | Adrian Bekasiewicz, Slawomir Koziel, Leifur Leifsson |
| 2015 | ICCS | Shape Optimization of Trawl-doors Using Variable-fidelity Models and Space Mapping. | Ingi M. Jonsson, Leifur Leifsson, Slawomir Koziel, Yonatan A. Tesfahunegn, Adrian Bekasiewicz |
| 2015 | ICCS | Multi-Objective Design Optimization of Planar Yagi-Uda Antenna Using Physics-Based Surrogates and Rotational Design Space Reduction. | Slawomir Koziel, Adrian Bekasiewicz, Leifur Leifsson |
| 2015 | ICCS | Surrogate-based Airfoil Design with Space Mapping and Adjoint Sensitivity. | Yonatan A. Tesfahunegn, Slawomir Koziel, Leifur Leifsson, Adrian Bekasiewicz |
| 2014 | SIMULTECH | Computationally-Efficient EM-Simulation-Driven Multi-objective Design of Compact Microwave Structures. | Slawomir Koziel, Adrian Bekasiewicz, Piotr Kurgan, Leifur Leifsson |
| 2013 | SIMULTECH | Efficient Design of Inline E-Plane Waveguide Extracted Pole Filters Through Enhanced Equivalent Circuits and Space Mapping. | Oleksandr Glubokov, Slawomir Koziel, Leifur Leifsson |
| 2013 | SIMULTECH | Decomposition and Space Mapping for Reduced-Cost Modeling of Waveguide Filters. | Slawomir Koziel, Stanislav Ogurtsov, Leifur Leifsson |