Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

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Unsupervised specification-driven design of antenna structures using artificial intelligence and machine learning

2022/47/B/ST7/00072

Keywords:

Antenna design machine learning artificial intelligence design automation surrogate modeling unsupervised design

Descriptors:

  • ST6_012:
  • ST7_006:
  • ST6_007:

Panel:

ST7 - Systems and communication engineering: electronics, communication, optoelectronics

Host institution :

Politechnika Gdańska, Wydział Elektroniki, Telekomunikacji i Informatyki

woj. pomorskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

prof. Sławomir Kozieł 

Number of co-investigators in the project: 5

Call: OPUS 24 - announced on 2022-07-15

Amount awarded: 1 251 440 PLN

Project start date (Y-m-d): 2023-06-14

Project end date (Y-m-d): 2027-06-13

Project duration:: 48 months (the same as in the proposal)

Project status: Pending project

Project description

Download the project description in a pdf file

Note - project descriptions were prepared by the authors of the applications themselves and placed in the system in an unchanged form.

Information in the final report

  • Publication in academic press/journals (61)
  • Articles in post-conference publications (4)
  1. Variable data structures and customized deep learning surrogates for computationally efficient and reliable charac-terization of buried objects
    Authors:
    Reyhan Yurt, Hamid Torpi, Ahmet Kizilay, Slawomir Koziel, Peyman Mahouti
    Academic press:
    Scientific Reports (rok: 2024, tom: 14, strony: 14898), Wydawca: Nature Publishing Group
    Status:
    Published
    DOI:
    10.1038/s41598-024-65996-0 - link to the publication
  2. Microfluidic self-quadruplexing SIW antenna with independent tuning and simultaneous sensing of liquid materials
    Authors:
    V. Jaya Prakash, D. S. Chandu, K. B. S. Sri Nagini, Rusan Kumar Barik, Slawomir Koziel
    Academic press:
    Scientific Reports (rok: 2025, tom: 15, strony: 46039), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1038/s41598-025-04759-x - link to the publication
  3. Rapid surrogate-aided multi-criterial optimization of compact microwave passives employing machine learning and ANNs
    Authors:
    Slawomir Koziel; Anna Pietrenko-Dabrowska
    Academic press:
    IEEE Transactions on Microwave Theory and Techniques (rok: 2024, tom: 72, strony: 4475-4488), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/TMTT.2024.3359703 - link to the publication
  4. High-efficacy global optimization of antenna structures by means of simplex-based predictors
    Authors:
    Slawomir Koziel, Anna Pietrenko-Dabrowska
    Academic press:
    Scientifc Reports (rok: 2023, tom: 14, strony: 17109), Wydawca: Nature Publishing Group
    Status:
    Published
    DOI:
    10.1038/s41598-023-44023-8 - link to the publication
  5. Cost-efficient behavioral modeling of antennas by means of global sensitivity analysis and dimensionality reduction
    Authors:
    Slawomir Koziel; Anna Pietrenko-Dabrowska
    Academic press:
    Scientific Reports (rok: 2025, tom: 15, strony: 46043), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1038/s41598-025-87465-y - link to the publication
  6. Surrogate modeling of passive microwave circuits using recurrent neural networks and domain confinement
    Authors:
    Kaustab C. Sahu, Slawomir Koziel, Anna Pietrenko-Dabrowska
    Academic press:
    Scientific Reports (rok: 2025, tom: 15, strony: 46042), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1038/s41598-025-91643-3 - link to the publication
  7. Review of recent advancement on nature/bio-inspired antenna designs
    Authors:
    Farooq Azam; Syed Imran Hussain Shah; Shahid Bashir; Slawomir Koziel
    Academic press:
    IEEE Access (rok: 2024, tom: 12, strony: 37493-37512), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/ACCESS.2024.3372864 - link to the publication
  8. Expedited re-design of multi-band passive microwave circuits using orthogonal scaling directions and gradient-based tuning
    Authors:
    Slawomir Koziel, Anna Pietrenko-Dabrowska, Ubaid Ullah
    Academic press:
    Scientific Reports (rok: 2024, tom: 14, strony: 9265), Wydawca: Nature Publishing Group
    Status:
    Published
    DOI:
    10.1038/s41598-024-59512-7 - link to the publication
  9. Variable resolution machine learning optimization of antennas using global sensitivity analysis
    Authors:
    Anna Pietrenko-Dabrowska, Slawomir Koziel
    Academic press:
    Scientific Reports (rok: 2024, tom: 14, strony: 27783), Wydawca: Nature Publishing Group
    Status:
    Published
    DOI:
    10.1038/s41598-024-77367-w - link to the publication
  10. Antenna optimization using machine learning with reduced-dimensionality surrogates
    Authors:
    Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson
    Academic press:
    Scientific Reports (rok: 2024, tom: 14, strony: 21567), Wydawca: Nature Publishing Group
    Status:
    Published
    DOI:
    10.1038/s41598-024-72478-w - link to the publication
  11. Improved efficacy behavioral modeling of microwave circuits through dimensionality reduction and fast global sensitivity analysis
    Authors:
    Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson
    Academic press:
    Scientific Reports (rok: 2024, tom: 14, strony: 19465), Wydawca: Nature Publishing Group
    Status:
    Published
    DOI:
    10.1038/s41598-024-70246-4 - link to the publication
  12. A highly miniaturized circularly polarized self-duplexing implantable antenna with enhanced performance for wireless capsule endoscopy applications
    Authors:
    Syed Misbah Un Noor, Syed Ahson Ali Shah, Izaz Ali Shah, Shahid Khan, Jamal Nasir, Slawomir Koziel & Qammer H. Abbasi
    Academic press:
    Scientific Reports (rok: 2025, tom: 15, strony: 46037), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1038/s41598-025-19415-7 - link to the publication
  13. Design of a high-sensitivity MTM-based multi-band micro-biosensor for early-stage non-melanoma skin cancer diagnosis in the terahertz region
    Authors:
    Musa N. Hamza, Mohammad Tariqul Islam, Slawomir Koziel, Iftikhar ud Din, Ali Farmani, Sunil Lavadiya, Bruno Sanches
    Academic press:
    Optics & Laser Technology (rok: 2025, tom: 192, strony: 46042), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.optlastec.2025.114015 - link to the publication
  14. Unsupervised design and geometry optimization of high-sensitivity ring-resonator-based sensors
    Authors:
    Tanveerul Haq, Slawomir Koziel, Anna Pietrenko-Dabrowska
    Academic press:
    Scientific Reports (rok: 2025, tom: 15, strony: 46047), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1038/s41598-025-03056-x - link to the publication
  15. Self-Isolation in MIMO Array Using Mode Diversity
    Authors:
    Manzoor Elahi; Slawomir Koziel; Leifur Leifsson
    Academic press:
    IEEE Access (rok: 2025, tom: 13, strony: 45023-45036), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/ACCESS.2025.3549619 - link to the publication
  16. Frequency reconfigurable PIN diode-based Reuleaux-triangle-shaped monopole antenna for UWB/Ku band applications
    Authors:
    Sena Esen Bayer Keskin, Slawomir Koziel, Stanislaw Szczepanski
    Academic press:
    Scientific Reports (rok: 2025, tom: 15, strony: 46036), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1038/s41598-025-91108-7 - link to the publication
  17. Characteristics mode analysis and excitation of orthogonal modes on a single substrate for wideband IoT applications in the millimeter wave band
    Authors:
    Ubaid Ullah, Slawomir Koziel, Anna Pietrenko-Dabrowska
    Academic press:
    Scientific Reports (rok: 2025, tom: 15, strony: 46039), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1038/s41598-025-93578-1 - link to the publication
  18. Variable-fidelity EM analysis and simplex-anchored regression surrogates for efficient global optimization of microwave passive circuits
    Authors:
    Anna Pietrenko-Dabrowska, Slawomir Koziel
    Academic press:
    Scientific Reports (rok: 2025, tom: 15, strony: 46043), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1038/s41598-025-25969-3 - link to the publication
  19. A Highly Miniaturized and Wide Angularly Stable Antenna-Filter-Antenna-Based Polarization Rotating Frequency Selective Surface for Radar Systems
    Authors:
    Muhammad Nasir; Slawomir Koziel; Adnan Iftikhar
    Academic press:
    IEEE Access (rok: 2025, tom: 13, strony: 154729 - 154738), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/ACCESS.2025.3605845 - link to the publication
  20. Design and optimization of a compact super-wideband MIMO antenna with high isolation and gain for 5G applications
    Authors:
    Bashar A. F. Esmail, Slawomir Koziel, Anna Pietrenko-Dabrowska
    Academic press:
    Electronics (rok: 2023, tom: 12, strony: 4710), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/electronics12224710 - link to the publication
  21. Globalized parametric optimization of microwave passive components using simplex-based surrogates
    Authors:
    Anna Pietrenko-Dabrowska; Slawomir Koziel
    Academic press:
    IEEE Transactions on Microwave Theory and Techniques (rok: 2023, tom: 72, strony: 2899-2913), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/TMTT.2023.3318702 - link to the publication
  22. Highly integrable planar-structured printed circularly polarized antenna for emerging wideband internet of things applications in the millimetre-wave band
    Authors:
    Ubaid Ullah, Slawomir Koziel, Anna Pietrenko-Dabrowska
    Academic press:
    Scientific Reports (rok: 2024, tom: 14, strony: 10138), Wydawca: Nature Publishing Group
    Status:
    Published
    DOI:
    10.1038/s41598-024-60678-3 - link to the publication
  23. Isolation improvement in MIMO antenna with a simple hybrid technique of orthogonal and inverse currents
    Authors:
    Manzoor Elahi, Slawomir Koziel, Leifur Leifsson
    Academic press:
    AEU - International Journal of Electronics and Communications (rok: 2025, tom: 188, strony: 155576), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.aeue.2024.155576 - link to the publication
  24. Millimeter wave negative refractive index metamaterial antenna array
    Authors:
    Rao Shahid Aziz, Slawomir Koziel, Anna Pietrenko-Dabrowska
    Academic press:
    Scientifc Reports (rok: 2024, tom: 14, strony: 16037), Wydawca: Nature Publishing Group
    Status:
    Published
    DOI:
    10.1038/s41598-024-67234-z - link to the publication
  25. A planar-structured circularly polarized single-layer MIMO antenna for wideband millimeter-wave applications
    Authors:
    Ubaid Ullah, Slawomir Koziel, Anna Pietrenko-Dabrowska, Shahanawaz Kamal
    Academic press:
    Engineering Science and Technology, an International Journal (rok: 2024, tom: 57, strony: 101819), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.jestch.2024.101819 - link to the publication
  26. Millimeter-Wave Yagi MIMO Antenna With High Isolation and Beam-Tilting Capability Using Optimized Metamaterials
    Authors:
    Bashar A. F. Esmail; Dustin Isleifson; Slawomir Koziel
    Academic press:
    IEEE Access (rok: 2025, tom: 13, strony: 107710 - 107719), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/ACCESS.2025.3581586 - link to the publication
  27. Miniaturized Quad-Band Implantable Antenna for Wireless Capsule Endoscopy and Deep Tissue Monitoring Applications
    Authors:
    Jamal Nasir; Muhammad Zada; Syed Manaf Ali Shah; Abdul Basir; Izaz Ali Shah; Shahid Khan; Slawomir Koziel
    Academic press:
    IEEE Transactions on Antennas and Propagation (rok: 2025, tom: 73, strony: 5333-5345), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/TAP.2025.3567502 - link to the publication
  28. Modal-Driven Sixteenth-Mode SIW Antennas for High-Isolation MIMO Performance in Ultra-Compact Apertures
    Authors:
    Meha Agrawal; Ravi Yadav; Slawomir Koziel; Stanislaw Szczepanski
    Academic press:
    IEEE Access (rok: 2025, tom: 13, strony: 202362 - 202375), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/ACCESS.2025.3638980 - link to the publication
  29. A Non-PCM-Based 2 × 2 MIMO Antenna Array With Low Radar Cross-Section Using Characteristic Mode Analysis
    Authors:
    Manzoor Elahi; Slawomir Koziel; Leifur Leifsson
    Academic press:
    IEEE Access (rok: 2025, tom: 13, strony: 34296 - 34306), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/ACCESS.2025.3544115 - link to the publication
  30. A compact tri-band omnidirectional antenna design for CubeSat applications
    Authors:
    Rao Shahid Aziz, Slawomir Koziel, Anna Pietrenko-Dabrowska
    Academic press:
    Scientific Reports (rok: 2025, tom: 15, strony: 46039), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1038/s41598-025-96628-w - link to the publication
  31. High Gain and High Isolation SIW-Based Dual-Circularly Polarized Metasurface Antenna Using CMA-Based Mode Control for MMW Applications
    Authors:
    Meha Agrawal; Ravi Yadav; Slawomir Koziel
    Academic press:
    IEEE Transactions on Antennas and Propagation (rok: 2025, tom: 74, strony: 141-150), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/TAP.2025.3618746 - link to the publication
  32. A Low-Profile Printed Near-Field Metasurface for Enhanced Far-Field Radiation in Aperture-Type Antennas
    Authors:
    Md Yeakub Ali; Khushboo Singh; Slawomir Koziel; Anna Pietrenko-Dabrowska; Mohammad Nasrat Zaqumi; Subhas Mukhopadhyay
    Academic press:
    IEEE Access (rok: 2025, tom: 13, strony: 196613 - 196621), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/ACCESS.2025.3633806 - link to the publication
  33. Highly-miniaturized microfluidically-based frequency reconfigurable antenna diplexer employing half-mode SIRW
    Authors:
    Rusan Kumar Barik, Slawomir Koziel
    Academic press:
    AEU - International Journal of Electronics and Communications (rok: 2024, tom: 187, strony: 155534), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.aeue.2024.155534 - link to the publication
  34. Cost-efficient globalized parameter optimization of microwave components through response-feature surrogates and nature-inspired metaheuristics
    Authors:
    Anna Pietrenko-Dabrowska; Slawomir Koziel; Lukasz Golunski
    Academic press:
    IEEE Access (rok: 2024, tom: 12, strony: 79051-79065), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/ACCESS.2024.3407978 - link to the publication
  35. Optimization of microwave components using machine learning and rapid sensitivity analysis
    Authors:
    Slawomir Koziel, Anna Pietrenko-Dabrowska
    Academic press:
    Scientific Reports (rok: 2024, tom: 14, strony: 31265), Wydawca: Nature Publishing Group
    Status:
    Published
    DOI:
    10.1038/s41598-024-82701-3 - link to the publication
  36. Unequally-spaced slot strategy for radiation null reduction in single SIW-embedded antenna element
    Authors:
    Meha Agrawal, Ravi Yadav, Slawomir Koziel, Anna Pietrenko-Dabrowska
    Academic press:
    Scientific Reports (rok: 2024, tom: 14, strony: 17373), Wydawca: Nature Publishing Group
    Status:
    Published
    DOI:
    10.1038/s41598-024-68646-7 - link to the publication
  37. An Extremely Compact Frequency-Reconfigurable Self-Diplexing Antenna Employing Dielectric Liquids
    Authors:
    Rusan Kumar Barik; Xiaohu Wu; Xiaoguang Liu; Slawomir Koziel
    Academic press:
    IEEE Antennas and Wireless Propagation Letters (rok: 2024, tom: 23, strony: 3749-3753), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/LAWP.2024.3429499 - link to the publication
  38. Terahertz dual-band metamaterial biosensor for cervical cancer diagnostics
    Authors:
    Musa N. Hamza; Mohammad Alibakhshikenari; Bal Virdee; Muhamad A. Hamad; Salahuddin Khan; Slawomir Koziel, Ernesto Limiti
    Academic press:
    IEEE Photonics Journal (rok: 2024, tom: 16, strony: 46033), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/JPHOT.2024.3458455 - link to the publication
  39. Miniaturized Dual-Band MIMO Implantable Antenna for IoMT-Enabled WCE and Deep Tissue Applications
    Authors:
    Ayesha Kanwal; Muhammad Zada; Syed Manaf Ali Shah; Abdul Basir; Shahid Khan; Jamal Nasir
    Academic press:
    IEEE Internet of Things Journal (rok: 2025, tom: 12, strony: 47057 - 47068), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/JIOT.2025.3599186 - link to the publication
  40. Improved-reliability antenna optimization through penalized design specification scanning
    Authors:
    Slawomir Koziel; Anna Pietrenko-Dabrowska
    Academic press:
    IEEE Antennas and Wireless Propagation Letters (rok: 2025, tom: 24, strony: 2337-2341), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/LAWP.2025.3563224 - link to the publication
  41. Pattern reconfigurable quasi Yagi antenna with Origami inspired magic spiral cubes for dynamic indoor IoT applications
    Authors:
    Sayed Sabir Shah, Slawomir Koziel, Shahid Bashir, Eirikur Bernhardsson, Ahmed Salim, Syed Imran Hussain Shah
    Academic press:
    Scientific Reports (rok: 2025, tom: 15, strony: 46035), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1038/s41598-025-93849-x - link to the publication
  42. Precision Multiband Terahertz Metamaterial Biosensor With Targeted Spectral Selectivity for Early Detection of MCF-7 Breast Cancer Cells
    Authors:
    M.N. Hamza, M. Alibakhshikenari, B. Virdee, S. Lavadiva, I. un Din, B. Sanches, S. Koziel, S.I Naqvi, A. Panda, A. Farmani, N. Rashid, L. Kouhalvandi, and M. Shariatifar
    Academic press:
    IEEE Sensors Journal (rok: 2025, tom: 25, strony: 14970-14987), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/JSEN.2025.3545789 - link to the publication
  43. Rapid global antenna design by simplex regressors and multi-resolution simulations
    Authors:
    Slawomir Koziel, Anna Pietrenko-Dabrowska, Stanislaw Szczepanski, Leifur Leiffson
    Academic press:
    Scientific Reports (rok: 2025, tom: 15, strony: 46042), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1038/s41598-025-96253-7 - link to the publication
  44. Semi-Analytical Design Approach to Mitigate Radiation Nulls and Cross-Polarization in HOM-Based Wideband SIW Antennas
    Authors:
    Meha Agrawal; Ravi Yadav; Slawomir Marcin Koziel
    Academic press:
    IEEE Transactions on Antennas and Propagation (rok: 2025, tom: 73, strony: 7093-7106), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/TAP.2025.3577039 - link to the publication
  45. SIW-Backed Co-Polarized Self-Triplexing Antenna With Micro-Pockets for Frequency Scaling
    Authors:
    P. Vaishali; Sounik Kiran Kumar Dash; Rusan Kumar Barik; Slawomir Koziel; Stanislaw Szczepanski
    Academic press:
    IEEE Access (rok: 2025, tom: 13, strony: 196951 - 196958), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/ACCESS.2025.3633768 - link to the publication
  46. A Miniaturized and High Optically Transparent Frequency Selective Surface for RF Shielding Using Double-Glazed Glass Windows for Green Building Applications
    Authors:
    M. Nasir, S. Koziel, and A. Iftikhar
    Academic press:
    IEEE Access (rok: 2025, tom: 13, strony: 18053-18062), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/ACCESS.2025.3532787 - link to the publication
  47. Globalized parameter tuning of microwave passives by dimensionality-reduced surrogates and multi-fidelity simulations
    Authors:
    Slawomir Koziel; Anna Pietrenko-Dabrowska
    Academic press:
    Scientific Reports (rok: 2025, tom: 15, strony: 46042), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1038/s41598-025-05798-0 - link to the publication
  48. Ultra-compact dual-band frequency selective metasurface for enhanced coverage in non-line-of-sight mmWave 5G communications
    Authors:
    Bilal Tariq Malik, Haider Ali, Jamal Nasir, Shahid Khan, Slawomir Koziel
    Academic press:
    AEU International Journal of Electronics and Communications (rok: 2025, tom: 203, strony: 46032), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.aeue.2025.156087 - link to the publication
  49. A 3 × 3 mMIMO DRA Subarray for 5G IoT Applications With Reduced Number of Elements
    Authors:
    Jamal Nasir; Areeba Jadoon; Owais Owais; Adnan Iftikhar; Bilal Malik; Shahid Khan; Slawomir Koziel
    Academic press:
    IEEE Internet of Things Journal (rok: 2025, tom: 12, strony: 40235 - 40246), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/JIOT.2025.3588695 - link to the publication
  50. Reduced-cost microwave modeling using constrained domains and dimensionality reduction
    Authors:
    Slawomir Koziel, Anna Pietrenko-Dabrowska, Ubaid Ullah
    Academic press:
    Scientific Reports (rok: 2023, tom: 14, strony: 18509), Wydawca: Nature Publishing Group
    Status:
    Published
    DOI:
    10.1038/s41598-023-45890-x - link to the publication
  51. Global miniaturization of broadband antennas by prescreening and machine learning
    Authors:
    Slawomir Koziel, Anna Pietrenko-Dabrowska, Ubaid Ullah
    Academic press:
    Scientific Reports (rok: 2024, tom: 14, strony: 29427), Wydawca: Nature Publishing Group
    Status:
    Published
    DOI:
    10.1038/s41598-024-80182-y - link to the publication
  52. Equivalent Effective Permittivity Modeling of Anisotropic Composite Structures With Perforations
    Authors:
    Ravi Yadav; Meha Agrawal; Slawomir Koziel
    Academic press:
    IEEE Transactions on Antennas and Propagation (rok: 2025, tom: 74, strony: 1126-1131), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/TAP.2025.3618844 - link to the publication
  53. Enhanced Gain and Isolation Dual-Band Dual-Port MIMO Antenna With Integrated Lens for Millimeter-wave 5G Internet-of-Things Applications
    Authors:
    Bilal Tariq Malik; Shahid Khan; Jamal Nasir; Slawomir Koziel
    Academic press:
    IEEE Access (rok: 2025, tom: 13, strony: 40859 - 40874), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/ACCESS.2025.3547085 - link to the publication
  54. Highly Compact Wideband High-Gain Four-Element MIMO Antenna for 5G New Radio IoT
    Authors:
    Shahid Khan; Owais Khan; Syed Ahson Ali Shah; Jamal Nasir; Bilal Tariq Malik; Salahuddin Khan
    Academic press:
    IEEE Internet of Things Journal (rok: 2025, tom: 12, strony: 22350 - 22365), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/JIOT.2025.3551092 - link to the publication
  55. Optimized Metamaterials for Design of Enhanced-Performance High Order Mode Dipole-Driven Yagi-Uda Antenna for Millimeter Wave Applications
    Authors:
    Bashar A. F. Esmail; Dustin Isleifson; Slawomir Koziel; Anna Pietrenko-Dabrowska
    Academic press:
    IEEE Access (rok: 2025, tom: 13, strony: 79385 - 79396), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/ACCESS.2025.3566985 - link to the publication
  56. High-Precision Antenna Modeling Using Recurrent Neural Networks With Bidirectional LSTM Layers and Dimensionality Reduction
    Authors:
    Kaustab Chandra Sahu; Slawomir Koziel; Anna Pietrenko-Dabrowska
    Academic press:
    IEEE Transactions on Antennas and Propagation (rok: 2025, tom: 73, strony: 4011-4025), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/TAP.2025.3534987 - link to the publication
  57. Design and validation of A 30 ghz 8 × 8 slot antenna array with ridge waveguide pins/holes layers
    Authors:
    Hasan Raza, Slawomir Koziel, Stanislaw Szczepanski
    Academic press:
    Scientific Reports (rok: 2025, tom: 15, strony: 46037), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1038/s41598-025-91583-y - link to the publication
  58. Self-Isolation in MIMO Microstrip Patch Arrays Using Annular Via-Based Mode Conversion
    Authors:
    Manzoor Elahi; Slawomir Koziel; Leifur Leifsson
    Academic press:
    IEEE Access (rok: 2025, tom: 13, strony: 107467 - 107481), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/ACCESS.2025.3582162 - link to the publication
  59. Efficient simulation-based global antenna optimization using characteristic point method and nature-inspired metaheuristics
    Authors:
    Slawomir Koziel; Anna Pietrenko-Dabrowska
    Academic press:
    IEEE Transactions on Antennas and Propagation (rok: 2024, tom: 72, strony: 3706-3717), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/TAP.2024.3370296 - link to the publication
  60. Fast re-design of multi-band antennas by means of orthogonal-direction geometry scaling and local parameter tuning
    Authors:
    Anna Pietrenko-Dabrowska; Slawomir Koziel
    Academic press:
    IEEE Transactions on Antennas and Propagation (rok: 2024, tom: 72, strony: 6162-6167), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/TAP.2024.3369395 - link to the publication
  61. On unsupervised artificial intelligence-assisted design of antennas for high-performance planar devices
    Authors:
    Slawomir Koziel,Weiping Dou, Peter Renner, Andrew Cohen, Yuandong Tian, Jiang Zhu, Anna Pietrenko-Dabrowska
    Academic press:
    Electronics (rok: 2023, tom: 12, strony: 3462), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/electronics12163462 - link to the publication
  1. Unconventional surrogate-assisted approaches to EM-driven antenna design. Modeling and optimization: global, multi-objective, statistical
    Authors:
    Slawomir Koziel, Anna Pietrenko-Dabrowska
    Conference:
    2024 18th European Conference on Antennas and Propagation (EuCAP) (rok: 2024, tom: European Conference on Antennas and Propagation (EuCAP), strony: 46027), Wydawca: IEEE
    Data:
    konferencja 17-22 March 2024
    Status:
    Published
    DOI:
    10.23919/EuCAP60739.2024.10501368 - link to the publication
  2. Variable-resolution machine learning for rapid multi-criterial antenna design
    Authors:
    Anna Pietrenko-Dabrowska; Slawomir Koziel
    Conference:
    Computational Science - ICCS 2025 Workshops (rok: 2025, tom: International Conference on Computational Sciences, strony: 171-179), Wydawca: Springer
    Data:
    konferencja 7-9 July 2025
    Status:
    Published
    DOI:
    10.1007/978-3-031-97635-3_21 - link to the publication
  3. Cost-efficient multi-objective design of miniaturized microwave circuits using machine learning and artificial neural networks
    Authors:
    Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson
    Conference:
    Lecture Notes in Computer Science (LNCS,volume 14836) (rok: 2024, tom: International Conference on Computational Science (ICCS), strony: 46099), Wydawca: Springer
    Data:
    konferencja 2-4 July 2024
    Status:
    Published
    DOI:
    10.1007/978-3-031-63775-9_1 - link to the publication
  4. Expedited machine-learning-based global design optimization of antenna systems using response features and multi-fidelity EM analysis
    Authors:
    Anna Pietrenko-Dabrowska, Slawomir Koziel, Leifur Leifsson
    Conference:
    Lecture Notes in Computer Science (LNCS,volume 14836) (rok: 2024, tom: International Conference on Computational Science (ICCS), strony: 19-34), Wydawca: Springer
    Data:
    konferencja 2-4 July 2024
    Status:
    Published
    DOI:
    10.1007/978-3-031-63775-9_2 - link to the publication

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