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Haiyan Piao, M. Zeeshan Zahid, Yunnan Jin & Longyue Qu. (2019) Compact loop-type antenna with ground-mode tuning for dual-band IoT applications. Journal of Electromagnetic Waves and Applications 33:11, pages 1453-1462.
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Xie Zheng, Fei Meng, Yubo Tian & Xinyu Zhang. (2022) Design of monopole antennas based on progressive Gaussian process. International Journal of Microwave and Wireless Technologies 15:2, pages 255-262.
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Slawomir Koziel, Nurullah Calik, Peyman Mahouti & Mehmet A. Belen. (2023) Low-Cost and Highly Accurate Behavioral Modeling of Antenna Structures by Means of Knowledge-Based Domain-Constrained Deep Learning Surrogates. IEEE Transactions on Antennas and Propagation 71:1, pages 105-118.
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Kanhaiya Sharma & Ganga Prasad Pandey. (2021) Efficient modelling of compact microstrip antenna using machine learning. AEU - International Journal of Electronics and Communications 135, pages 153739.
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Xuezhi Chen, Yubo Tian, Jing Gao & Tianliang Zhang. (2020) An Antenna Design Method Based on Guassian Process Surrogate Model and Differential Evolution Algorithm. An Antenna Design Method Based on Guassian Process Surrogate Model and Differential Evolution Algorithm.
Ahasanul Hoque, Mohammad Tariqul Islam & Ali F. Almutairi. (2020) Low-Profile Slotted Metamaterial Antenna Based on Bi Slot Microstrip Patch for 5G Application. Sensors 20:11, pages 3323.
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Xuezhi Chen, Yubo Tian, Tianliang Zhang & Jing Gao. (2020) Differential Evolution Based Manifold Gaussian Process Machine Learning for Microwave Filter’s Parameter Extraction. IEEE Access 8, pages 146450-146462.
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Xie Zheng, Yubo Tian & Yumeng Jiang. (2019) Design of Microwave Dual-band Monopole Antenna Based on Gaussian Process. Design of Microwave Dual-band Monopole Antenna Based on Gaussian Process.
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Slawomir Koziel & Ari T. Sigurdsson. (2018) Triangulation-Based Constrained Surrogate Modeling of Antennas. IEEE Transactions on Antennas and Propagation 66:8, pages 4170-4179.
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Slawomir Koziel, Ari T. Siguresson & Stanislaw Szczepanski. (2018) Uniform Sampling in Constrained Domains for Low-Cost Surrogate Modeling of Antenna Input Characteristics. IEEE Antennas and Wireless Propagation Letters 17:1, pages 164-167.
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Slawomir Koziel & Adrian Bekasiewicz. (2017) Low-cost surrogate modeling for rapid design optimization of antenna structures. Low-cost surrogate modeling for rapid design optimization of antenna structures.
Slawomir Koziel & Adrian Bekasiewicz. (2017) On Reduced-Cost Design-Oriented Constrained Surrogate Modeling of Antenna Structures. IEEE Antennas and Wireless Propagation Letters 16, pages 1618-1621.
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Slawomir Koziel & John W. Bandler. (2015) Reliable Microwave Modeling by Means of Variable-Fidelity Response Features. IEEE Transactions on Microwave Theory and Techniques 63:12, pages 4247-4254.
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J. Pieter Jacobs & Dirk I. L. de Villiers. (2015) Gaussian process modeling of aperture efficiency ripple in reflector antennas. Gaussian process modeling of aperture efficiency ripple in reflector antennas.
Jan Pieter Jacobs & Slawomir Koziel. (2015) Reduced-cost microwave filter modeling using a two-stage Gaussian process regression approach. International Journal of RF and Microwave Computer-Aided Engineering 25:5, pages 453-462.
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J. P. Jacobs. (2015) Efficient Resonant Frequency Modeling for Dual-Band Microstrip Antennas by Gaussian Process Regression. IEEE Antennas and Wireless Propagation Letters 14, pages 337-341.
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J. Pieter Jacobs & Slawomir Koziel. (2014) Cost-efficient dual-stage Gaussian process modeling of antennas. Cost-efficient dual-stage Gaussian process modeling of antennas.
J. P. Jacobs & S. Koziel. (2014) Two-Stage Framework for Efficient Gaussian Process Modeling of Antenna Input Characteristics. IEEE Transactions on Antennas and Propagation 62:2, pages 706-713.
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J. P. Jacobs & S. Koziel. (2013) Single-model versus ensemble-model strategies for efficient Gaussian process surrogate modeling of antenna input characteristics. Single-model versus ensemble-model strategies for efficient Gaussian process surrogate modeling of antenna input characteristics.
S. Koziel & J. P. Jacobs. (2013) Accurate modeling of wideband antennas using variable-fidelity simulations, kriging and parameterized response correction. Accurate modeling of wideband antennas using variable-fidelity simulations, kriging and parameterized response correction.
J. P. Jacobs. (2012) Bayesian Support Vector Regression With Automatic Relevance Determination Kernel for Modeling of Antenna Input Characteristics. IEEE Transactions on Antennas and Propagation 60:4, pages 2114-2118.
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J. Pieter Jacobs, Stanislav Ogurtsov & Slawomir Koziel. (2011) Efficient Gaussian process modelling and optimization of slot antennas using a multi-fidelity approach for training data reduction. Efficient Gaussian process modelling and optimization of slot antennas using a multi-fidelity approach for training data reduction.