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 (25)
  • Articles in post-conference publications (3)
  1. 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
  2. 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
  3. 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
  4. 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
  5. 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:
    0.1109/ACCESS.2024.3372864 - link to the publication
  6. 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
  7. 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
  8. 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
  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. 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
  11. 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
  12. 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
  13. 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
  14. 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
  15. 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
  16. 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
  17. 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
  18. 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
  19. 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
  20. 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: 45668), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/JPHOT.2024.3458455 - link to the publication
  21. An extremely compact frequency reconfigurable antenna diplexer 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
  22. 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
  23. 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
  24. 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
  25. 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
  1. 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: 45734), Wydawca: Springer
    Data:
    konferencja 2-4 July 2024
    Status:
    Published
    DOI:
    10.1007/978-3-031-63775-9_1 - link to the publication
  2. 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
  3. 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: 45662), Wydawca: IEEE
    Data:
    konferencja 17-22 March 2024
    Status:
    Published
    DOI:
    10.23919/EuCAP60739.2024.10501368 - link to the publication

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