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Surrogate Based Design Optimization of Multi-Band Antenna

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Date

2021

Author

Tarı, Özlem
Belen, Aysu
Mahouti, Peyman
Belen, Mehmet Ali

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Citation

Tari, O., Belen, A., Mahouti, P., Belen, M.A. (2021). Surrogate based design optimization of multi-band antenna. 2021 International Applied Computational Electromagnetics Society Symposium, ACES 2021.

Abstract

In this work, design optimization process of a multi-band antenna via the use of Artificial Neural Network (ANN) based surrogate model and meta-heuristic optimizers is studied. For this mean firstly, by using Latin-Hyper cube sampling method a data set based on 3D full wave EM simulator is generated to train an ANN based model. By using the ANN based surrogate model and a meta-heuristic optimizer Invasive Weed Optimization (IWO), design optimization of a multi-band antenna for (I) 2.4-3.6 GHz for ISM, LTE, and 5G sub frequencies, (II) 9-10 GHz for X band applications is aimed. Then the obtained results are compared with the simulated results of 3D EM simulation tool CST. Results show, that the proposed methodology provides a computationally efficient design optimization process for design optimization of multi-band antennas.

Source

2021 International Applied Computational Electromagnetics Society Symposium, ACES 2021

URI

https://hdl.handle.net/20.500.12508/2031

Collections

  • Araştırma Çıktıları | Scopus İndeksli Yayınlar Koleksiyonu [850]
  • Araştırma Çıktıları | Web of Science İndeksli Yayınlar Koleksiyonu [868]
  • Bildiri & Sunum Koleksiyonu [1]
  • Bildiri & Sunum Koleksiyonu [21]



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