Fast EM-driven nature-inspired optimization of antenna input characteristics using response features and variable-resolution simulation models by Slawomir Koziel, Anna Pietrenko-Dabrowska

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Globalized parametric optimization of microwave components by means of response features and inverse metamodels by Anna Pietrenko-Dabrowska, Slawomir Koziel

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Rapid Optimization of Compact Microwave Passives Using Kriging Surrogates and Iterative Correction by Slawomir Koziel, Anna Pietrenko-Dabrowska

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Rapid and reliable re-design of miniaturized microwave passives by means of concurrent parameter scaling and intermittent local tuning by Slawomir Koziel, Anna Pietrenko-Dabrowska

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Low-cost quasi-global optimization of expensive electromagnetic simulation models by inverse surrogates and response features by Slawomir Koziel, Anna Pietrenko-Dabrowska

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Rapid multi-criterial design of microwave components with robustness analysis by means of knowledge-based surrogates by Slawomir Koziel, Anna Pietrenko-Dabrowska

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Optimization of microwave components using machine learning and rapid sensitivity analysis by Slawomir Koziel, Anna Pietrenko-Dabrowska

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Simulation-Driven Antenna Modeling by Means of Response Features and Confined Domains of Reduced Dimensionality by Anna Pietrenko-Dabrowska, Slawomir Koziel

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Cost-efficient behavioral modeling of antennas by means of global sensitivity analysis and dimensionality reduction by Slawomir Koziel, Anna Pietrenko-Dabrowska

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Design Centering of Compact Microwave Components Using Response Features and Trust Regions by Anna Pietrenko-Dabrowska, Slawomir Koziel

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High-efficacy global optimization of antenna structures by means of simplex-based predictors by Slawomir Koziel, Anna Pietrenko-Dabrowska

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Variable resolution machine learning optimization of antennas using global sensitivity analysis by Anna Pietrenko-Dabrowska, Slawomir Koziel

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On EM-Driven Size Reduction of Antenna Structures With Explicit Constraint Handling by Anna Pietrenko-Dabrowska, Slawomir Koziel

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Direct constraint control for EM-based miniaturization of microwave passives by Slawomir Koziel, Anna Pietrenko-Dabrowska

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Reduced-cost design closure of antennas by means of gradient search with restricted sensitivity update by Sławomir Kozieł, Anna Pietrenko-Dąbrowska

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Variable-Fidelity Simulation Models and Sparse Gradient Updates for Cost-Efficient Optimization of Compact Antenna Input Characteristics by Slawomir Koziel, Anna Pietrenko-Dabrowska

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Machine-learning-based global optimization of microwave passives with variable-fidelity EM models and response features by Slawomir Koziel, Anna Pietrenko-Dabrowska

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Rapid Multi-Criterial Antenna Optimization by Means of Pareto Front Triangulation and Interpolative Design Predictors by Slawomir Koziel, Anna Pietrenko-Dabrowska

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Expedited Feature-Based Quasi-Global Optimization of Multi-Band Antenna Input Characteristics With Jacobian Variability Tracking by Slawomir Koziel, Anna Pietrenko-Dabrowska

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Performance-Driven Yield Optimization of High-Frequency Structures by Kriging Surrogates by Slawomir Koziel, Anna Pietrenko-Dabrowska

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