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Engineering Optimization Volume 52, 2020 - Issue 6

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Original Articles

Reduced-cost surrogate modelling of compact microwave components by two-level kriging interpolation

Slawomir KozielEngineering Optimization & Modeling Center, Reykjavik University, Reykjavik, Iceland;Faculty of Electronics, Telecommunications and Informatics, Gdansk University of Technology, Gdansk, Poland

https://orcid.org/0000-0002-9063-2647 View further author information

Anna Pietrenko-DabrowskaFaculty of Electronics, Telecommunications and Informatics, Gdansk University of Technology, Gdansk, PolandCorrespondence[email protected]

https://orcid.org/0000-0003-2319-6782 View further author information

Pages 960-972 | Received 19 Dec 2018, Accepted 29 May 2019, Published online: 05 Jul 2019

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https://doi.org/10.1080/0305215X.2019.1630399
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Anna Pietrenko-Dabrowska & Slawomir Koziel. (2024) Globalized Parametric Optimization of Microwave Passive Components Using Simplex-Based Surrogates. IEEE Transactions on Microwave Theory and Techniques 72:5, pages 2899-2913.
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Slawomir Koziel & Anna Pietrenko-Dabrowska. (2024) Machine-learning-based global optimization of microwave passives with variable-fidelity EM models and response features. Scientific Reports 14:1.
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Anna Pietrenko-Dabrowska & Slawomir KozielAnna Pietrenko-Dabrowska & Slawomir Koziel. 2024. Response Feature Technology for High-Frequency Electronics. Optimization, Modeling, and Design Automation. Response Feature Technology for High-Frequency Electronics. Optimization, Modeling, and Design Automation 487 548 .

Anna Pietrenko‐Dabrowska & Slawomir Koziel. 2023. Advances in Electromagnetics Empowered by Artificial Intelligence and Deep Learning. Advances in Electromagnetics Empowered by Artificial Intelligence and Deep Learning 409 433 .

Slawomir Koziel & Anna Pietrenko-Dabrowska. (2023) Rapid and reliable re-design of miniaturized microwave passives by means of concurrent parameter scaling and intermittent local tuning. Scientific Reports 13:1.
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Mehmet Unal, Peyman Mahouti & Ahmet Serdar Turk. (2022) A novel near field radiation shaping technique by using data driven surrogate based optimization for nondestructive hyperthermia. International Journal of Numerical Modelling: Electronic Networks, Devices and Fields 36:2.
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Anna Pietrenko-Dabrowska & Slawomir Koziel. (2022) Rapid yield optimization of miniaturized microwave passives by response features and variable-fidelity EM simulations. Scientific Reports 12:1.
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Qiming Zhao & Costas D. Sarris. (2022) Space–Time Adaptive Modeling and Shape Optimization of Microwave Structures With Applications to Metasurface Design. IEEE Transactions on Microwave Theory and Techniques 70:12, pages 5440-5453.
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Slawomir Koziel & Anna Pietrenko-Dabrowska. (2022) Direct constraint control for EM-based miniaturization of microwave passives. Scientific Reports 12:1.
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Slawomir Koziel & Anna Pietrenko-Dabrowska. (2022) Low-cost quasi-global optimization of expensive electromagnetic simulation models by inverse surrogates and response features. Scientific Reports 12:1.
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Slawomir Koziel, Anna Pietrenko-Dabrowska & Marzieh Mahrokh. (2022) On decision-making strategies for improved-reliability size reduction of microwave passives: Intermittent correction of equality constraints and adaptive handling of inequality constraints. Knowledge-Based Systems 255, pages 109745.
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Slawomir Koziel, Anna Pietrenko-Dabrowska & Marzieh Mahrokh. (2022) Globalized simulation-driven miniaturization of microwave circuits by means of dimensionality-reduced constrained surrogates. Scientific Reports 12:1.
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Junfeng Chen, Changxing Liu, Liming Xuan, Zhenwei Zhang & Zhengping Zou. (2022) Knowledge-based turbomachinery design system via a deep neural network and multi-output Gaussian process. Knowledge-Based Systems 252, pages 109352.
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Shande Li, Jian Wen, Jun Wang, Weiqi Liu & Shuai Yuan. (2022) A High-Precision Surrogate Modeling Method Based on Parallel Multipoint Expected Improvement Point Infill Criteria for Complex Simulation Problems. Mathematics 10:17, pages 3088.
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Anna Pietrenko-Dabrowska, Slawomir Koziel, John W. Bandler & Jose E. Rayas-Sanchez. (2022) EM-Driven Tolerance Optimization of Compact Microwave Components Using Response Feature Surrogates. EM-Driven Tolerance Optimization of Compact Microwave Components Using Response Feature Surrogates.

Slawomir Koziel & Anna Pietrenko-Dabrowska. (2022) Performance-Driven Yield Optimization of High-Frequency Structures by Kriging Surrogates. Applied Sciences 12:7, pages 3697.
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Tianxu Yan, Dongying Li & Wenxian Yu. (2022) Scattering response modeling scheme based on combined neural network inspired by the equivalent scattering center. Optics Express 30:5, pages 7275.
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Anna Pietrenko-Dabrowska & Slawomir Koziel. (2021) Design Centering of Compact Microwave Components Using Response Features and Trust Regions. Energies 14:24, pages 8550.
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Anna Pietrenko-Dabrowska & Slawomir Koziel. (2021) Globalized parametric optimization of microwave components by means of response features and inverse metamodels. Scientific Reports 11:1.
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Slawomir Koziel & Anna Pietrenko-Dabrowska. (2021) Expedited Acquisition of Database Designs for Reduced-Cost Performance-Driven Modeling and Rapid Dimension Scaling of Antenna Structures. IEEE Transactions on Antennas and Propagation 69:8, pages 4975-4987.
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Anna Pietrenko-Dabrowska & Slawomir Koziel. (2021) Domain-Constrained Metamodels for Expedited Robust Design of Compact Microwave Components. Domain-Constrained Metamodels for Expedited Robust Design of Compact Microwave Components.

Haozhen Dong, Xinyu Li, Zan Yang, Liang Gao & Yan Lu. (2021) A two-layer surrogate-assisted differential evolution with better and nearest option for optimizing the spring of hydraulic series elastic actuator. Applied Soft Computing 100, pages 107001.
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Slawomir Koziel & Anna Pietrenko-Dabrowska. (2021) Recent advances in accelerated multi-objective design of high-frequency structures using knowledge-based constrained modeling approach. Knowledge-Based Systems 214, pages 106726.
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Slawomir Koziel & Anna Pietrenko-Dabrowska. (2020) Low-cost performance-driven modelling of compact microwave components with two-layer surrogates and gradient kriging. AEU - International Journal of Electronics and Communications 126, pages 153419.
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Slawomir Koziel & Anna Pietrenko‐Dabrowska. (2020) Recent Advances in Performance‐Driven Surrogate Modeling of High‐Frequency Structures. International Journal of Numerical Modelling: Electronic Networks, Devices and Fields 33:6.
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Slawomir Koziel & Anna Pietrenko‐Dabrowska. (2020) Low‐cost data‐driven modelling of microwave components using domain confinement and PCA‐based dimensionality reduction. IET Microwaves, Antennas & Propagation 14:13, pages 1643-1650.
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Slawomir Koziel & Anna Pietrenko-Dabrowska. (2020) On Computationally-Efficient Reference Design Acquisition for Reduced-Cost Constrained Modeling and Re-Design of Compact Microwave Passives. IEEE Access 8, pages 203317-203330.
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Slawomir Koziel, Anna Pietrenko-Dabrowska & Muath Al-Hasan. (2020) Improved-Efficacy Optimization of Compact Microwave Passives by Means of Frequency-Related Regularization. IEEE Access 8, pages 195317-195326.
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Slawomir Koziel & Anna Pietrenko-Dabrowska. (2020) Recent Advances in High Frequency Modeling by Means of Domain Confinement and Nested Kriging. IEEE Access 8, pages 189326-189342.
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Slawomir Koziel & Anna Pietrenko-DabrowskaSlawomir Koziel & Anna Pietrenko-Dabrowska. 2020. Performance-Driven Surrogate Modeling of High-Frequency Structures. Performance-Driven Surrogate Modeling of High-Frequency Structures 179 205 .

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Reduced-cost surrogate modelling of compact microwave components by two-level kriging interpolation

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