TY - JOUR T1 - Investigation of genetically optimized pixel monopole patch antennas for miniaturization and wideband applications TT - Minyatürleştirme ve geniş bant çalışmaları için genetik olarak optimize edilmiş piksel monopol yama antenlerin incelemesi AU - Aydın, Çağatay PY - 2025 DA - July Y2 - 2025 DO - 10.28948/ngumuh.1679692 JF - Niğde Ömer Halisdemir Üniversitesi Mühendislik Bilimleri Dergisi JO - NÖHÜ Müh. Bilim. Derg. PB - Niğde Ömer Halisdemir Üniversitesi WT - DergiPark SN - 2564-6605 SP - 965 EP - 973 VL - 14 IS - 3 LA - en AB - A pixel based synthesis method driven by a genetic algorithm is applied to a rectangular monopole patch antenna on FR 4. A 7x13 grid with 5 mm x 5 mm pixels is optimized with a single |S_11 | objective to realize two contrasting designs: a miniaturized antenna that shifts resonance from 3.5 GHz to 1 GHz while reducing the linear size by 65%, and a wideband antenna that maintains |S_11 |≤-10 dB across 1.9-6 GHz. Full-wave CST simulations validate both cases without altering substrate or feed. The miniaturized version is bandwidth limited, whereas the wideband version exhibits radiation pattern variation—shortcomings that stem from the deliberately simple cost function. Results confirm the versatility of pixel antennas and indicate that multi objective or machine learning assisted optimization can further enhance performance. KW - Pixel antenna KW - Antenna optimization KW - Genetic algorithm KW - Miniaturization KW - Wideband monopole N2 - Bu çalışmada, FR 4 üzerinde dikdörtgen monopole yama antene genetik algoritma destekli piksel tabanlı bir tasarım yöntemi uygulanmıştır. 5 mm x 5 mm boyutlu pikseller ile 7x13 olarak pikselleştirilmiş yapı, yalnızca |S_11 |’e bağlı optimize edilerek iki farklı tasarım elde edilmiştir: rezonansı 3.5 GHz’ten 1 GHz’e kaydırarak boyutu doğrusal olarak %65 azaltan minyatür anten ve 1.9-6 GHz aralığında |S_11 |≤-10 dB sağlayan geniş bant anten. Her iki tasarım da besleme veya substrat değiştirmeden tam dalga CST benzetimleriyle doğrulanmıştır. Basit maliyet fonksiyonuna bağlı olarak mini anten dar bant genişliği, geniş bant anten ise desen değişkenliği göstermektedir. Sonuçlar piksel anten yaklaşımının esnekliğini gösterirken, çoklu hedefli veya makine öğrenmesi destekli optimizasyonlarla performansın daha da iyileştirilebileceği görülebilir. CR - M. A. Ullah, R. Keshavarz, M. Abolhasan, J. Lipman, and N. Shariati, Multiservice compact pixelated stacked antenna with different pixel shapes for IoT applications, IEEE Internet Things Journals, vol. 10, no. 22, pp. 19883–19897, 2023. https://doi.org/10.1109/JIOT.2023.3281816 CR - M. C. Derbal, M. F. Nakmouche, M. Nedil, A. Amma, D. E. Fawzy and M. F. A. Sree, Dual‑band antenna design using pixeled DGS for energy‑harvesting applications, 9th International Conference on Electrical and Electronics Engineering (ICEEE), pp. 147–150 Antalya, Türkiye, 29-31 Mar. 2022. https://doi.org/10.1109/ICEEE55327.2022.9772605 CR - D. Mair and D. Baumgarten, Evolutionary optimisation of pixelated IFA‑inspired antennas, Science Reports, vol. 14, no. 1, Art. no. 26664, Nov. 2024. https://doi.org/10.1038/s41598-024-77695-x CR - M. Shubbar and B. Rakos, A self‑adapting, pixelized planar antenna design for infrared frequencies, Sensors, vol. 22, no. 10, p. 3680, May 2022. https://doi.org/10.3390/s22103680 CR - A C. Suresh, T. S. Reddy, B. T. P. Madhav, S. Alshantri, W. El-Shafai, S. Das and V. Sorathiya, A novel design of spike-shaped miniaturized 4x4 MIMO antenna for wireless UWB network applications using characteristic mode analysis, Micromachines, vol. 14, no. 3, p. 612, Jan. 2023. https://doi.org/10.3390/mi14030612 CR - D. Rodrigo, B. A. Cetiner, and L. Jofre, Frequency, radiation‑pattern and polarization‑reconfigurable antenna using a parasitic pixel layer, IEEE Transactions on Antennas and Propagation, vol. 62, no. 6, pp. 3422–3427, Jun. 2014. https://doi.org/10.1109/TAP.2014.2314464 CR - J. Jayasinghe, J. Anguera, and D. Uduwawala, On the behavior of several fitness functions for genetically optimized microstrip antennas, International Journal of Scientific World, vol. 3, no. 1, pp. 53–58, Feb. 2015. https://doi.org/10.14419/ijsw.v3i1.4132 CR - T. Qiao, F. Jiang, S. Shen, Z. Zhang, M. Li and C. Y. Chiu, Pixel‑antenna optimization using the adjoint method and the method of moving asymptotes, IEEE Transactions on Antennas and Propagation, vol. 71, no. 3, pp. 2873–2878, Mar. 2023. https://doi.org/10.1109/TAP.2023.3240563 CR - S. Song and R. D. Murch, An efficient approach for optimizing frequency‑reconfigurable pixel antennas using genetic algorithms, IEEE Transactions on Antennas and Propagation, vol. 62, no. 2, pp. 609–620, Dec. 2013. https://doi.org/10.1109/TAP.2013.2293509 CR - M. Lamsalli, A. El Hamichi, M. Boussouis, N. A. Touhami, and T. Elhamadi, Genetic‑algorithm optimization for microstrip patch antenna miniaturization, Progress in Electromagnetics Research Letters, vol. 60, pp.113–120, 2016. https://doi.org/10.2528/PIERL16041907 CR - S. Shen, Y. Sun, S. Song, D. P. Palomar, and R. D. Murch, Successive Boolean optimization of planar pixel antennas, IEEE Transactions on Antennas and Propagation, vol. 65, no. 2, pp. 920–925, Feb. 2017. https://doi.org/10.1109/TAP.2016.2634399 CR - F. Jiang, S. Shen, C.‑Y. Chiu, Z. Zhang, Y. Zhang, and Q. S. Cheng, Pixel‑antenna optimization based on perturbation‑sensitivity analysis, IEEE Transactions on Antennas and Propagation, vol. 70, no. 1, pp. 472–486, July. 2021. https://doi.org/10.1109/TAP.2021.3097104 CR - Q. Wu, W. Chen, C. Yu, H. Wang, and W. Hong, Machine‑learning‑assisted optimization for antenna‑geometry design, IEEE Transactions on Antennas and Propagation, vol. 72, no. 3, pp. 2083–2095, Jan. 2024. https://doi.org/10.1109/TAP.2023.3346493 CR - M. Rammal, M. Majed, E. Arnaud, J. Andrieu, and B. Jecko, Small‑size wide‑band low‑profile “pixel antenna”: Comparison of theoretical and experimental results in L‑band, International Journal of Antennas and Propagation, vol. 2019, no. 1, 2019. https://doi.org/10.1155/2019/3653270 CR - F. Jiang, C.‑Y. Chiu, S. Shen, Q. S. Cheng, and R. Murch, Pixel‑antenna optimization using N‑port characteristic‑mode analysis IEEE Transactions on Antennas and Propagation, vol. 68, no. 5, pp. 3336–3347, Jan. 2020. https://doi.org/10.1109/TAP.2019.2963588 CR - J. W. Jayasinghe, Application of genetic algorithm for binary optimization of microstrip antennas: A review, AIMS Electronics and Electrical Engineering, vol. 5, no. 4, pp. 315-333, 2021. https://doi.org/10.3934/electreng.2021016 CR - S. K. Goudos, Optimization of antenna design problems using binary differential evolution, in Handbook of Research on Emergent Applications of Optimization Algorithms, Business Science Reference, IGI Global, pp. 614-636, Jan. 2018. https://doi.org/10.4018/978-1-5225-2990-3.ch026 CR - H. Chen, Z. Wu, S. Li, X. Li, and Q. Liu, Proximal policy optimization reinforcement learning assisted patch antenna design, in Proc. IEEE 12th Asia-Pacific Conference on Antennas and Propagation (APCAP), Bali, Indonesia, 22-25 Jul. 2024. https://doi.org/10.1109/APCAP2011.2024.10881019 CR - Q. Wang, Z. Pang, D. Gao, P. Liu, X. Pang and X. Yin, Machine‑learning‑assisted quasi‑bisection method for pixelated patch‑antenna bandwidth optimization, IEEE Antennas Wireless Propagation Letters, vol. 23, no. 12, pp. 4807–4811, Dec. 2024. https://doi.org/10.1109/LAWP.2024.3475628 CR - S. Goudos, Antenna design using binary differential evolution: Application to discrete‑valued design problems, IEEE Antennas and Propagation Magazine, vol. 59, no. 1, pp. 74–93, Feb. 2017. https://doi.org/10.1109/MAP.2016.2630041 CR - C. A. Balanis, Antenna Theory: Analysis and Design 3rd ed., New York, USA: Wiley, 2005. CR - W. L. Stutzman and G. A. Thiele, Antenna Theory and Design, 3rd ed., Wiley, 2012. CR - L. J. Chu, Physical limitations of omni‑directional antennas, Journal of Applied Physics, vol. 19, pp. 1163–1175, 1948. https://doi.org/10.1063/1.1715038 UR - https://doi.org/10.28948/ngumuh.1679692 L1 - https://dergipark.org.tr/tr/download/article-file/4788695 ER -