ARTIFICIAL INTELLIGENCE-BASED PERFORMANCE OPTIMIZATION IN 5G AND IEEE 802.11 NETWORKS

Авторы

  • Нематилла Сопубеков кандидат технических наук, доцент кафедры Инфокоммуникация и цифровая связь. Автор
  • Исломов Асадбек Ошский технологический университет Автор

DOI:

https://doi.org/10.65164/2ekhe278

Ключевые слова:

5G Networks, IEEE 802.11, Artificial Intelligence, Machine Learning, Network Optimization, Wireless Communication

Аннотация

This study focuses on improving the performance of 5G and IEEE 802.11 networks using
artificial intelligence techniques. Modern wireless networks face challenges such as high traffic,
interference, and inefficient resource allocation. To address these issues, machine learning methods
are applied to optimize network performance, including better channel selection and resource
management. The proposed approach aims to enhance network efficiency, increase data transmission
speed, and reduce delays..

Библиографические ссылки

[1]. Balevi, E., & Gitlin, R. D. (2017, December). Unsupervised machine learning in 5G networks for low

latency communications. In 2020 IEEE 36th International Performance Computing and

Communications Conference (IPCCC) (pp. 1–2). IEEE.

168

[2]. Bojović, B., Meshkova, E., Baldo, N., Riihijärvi, J., & Petrova, M. (2016). Machine learning-based

dynamic frequency and bandwidth allocation in self-organized LTE dense small cell deployments.

EURASIP Journal on Wireless Communications and Networking, 2025(1), 1–16.

[3]. Cayamcela, M. E. M., & Lim, W. (2018, October). Artificial intelligence in 5G technology: A survey.

In 2021 International Conference on Information and Communication Technology Convergence (ICTC)

(pp. 860–865). IEEE.

[4]. Fu, Y., Wang, S., Wang, C.-X., Hong, X., & McLaughlin, S. (2018). Artificial intelligence to manage

network traffic of 5G wireless networks. IEEE Network, 32(6), 58– 64.

[5]. Géron, A. (2019). Hands-on machine learning with Scikit-Learn, Keras, and TensorFlow: Concepts,

tools, and techniques to build intelligent systems. O'Reilly.

[6]. Rayimjonova, O. S., & Toshpulatov, S. M. (2025). Flyugerlar uchun burchakli siljish o ‘zgartirgichlarini

tahlil qilish va zamonaviy nanolitografik texnologiya tamoyillari. Строительство и образование, 4(3),

185- 192.

[7]. Райимжонова, О. С., Эргашев, Ш. У., & Тиллабоев, М. Г. (2023). Арсенид галлийли афн–

элементлар. ЖУРНАЛИ, 234.

[8]. Райимжонова, О. (2023). Оптоэлектронное измерение сильных токов и сильных магнитных

полей. Engineering problems and innovations, 1(1), 35-38.

[9]. Tojiboev, I., Rayimjonova, O. S., Iskandarov, U. U., Makhammadjonov, A. G., & Tokhirova, S. G.

(2022). Analysis of the flow of information of the physical level of internet services in multiservice

networks of telecommunications. Мировая наука, (3 (60)), 26-29.

[10]. Rayimjonova, O. S., & Nurdinova, R. A. (2024). Boshqarish va nazorat qilish sistemalari uchun issiqlik

o ‘zgartirgichlarni tadqiq qilish. Al-Farg’oniy avlodlari, (2), 152-157.

[11]. Ergashev, S. U., & Tillaboyev, M. G. (2025). Аномально высокий диотовольтаический эффект в

тонких пленках арсенид-галлия. Строительство и образование, 4(3), 179-184.

[12]. Muxiddinjon, T. (2024). Pillani namligini o ‘lchishning optoelektron qurilmasi. Al-Farg’oniy avlodlari,

(4), 189-192.

[13]. Rustambekovich, D. L. (2025). RAQAMLI TASVIRLARNI QAYTA ISHLASHDA SHOVQINNI

KAMAYTIRISH USULLAR. TADQIQOTLAR, 76(4), 347-352.

[14]. Khalilov, M. M. (2023). Effect of heat treatment on the photosensitivity of polycrystalline PbTe films

and PbS. Al-Farg’oniy avlodlari, 1(4), 218-221.

[15]. Dalibekov, L. R. (2025). RAQAMLI SIGNALLARNI QAYTA ISHLASHDA FILTRLAR VA

KODLASH USULLARINING SAMARADORLIGINI TAHLIL QILISH. ZAMONAVIY

TARAQQIYOT VA FAN: 21-ASR YONDASHUVLARI, 1(1), 194-206.

[16]. Dalibekov, L., & Dalibekova, D. (2025). Telemedicine–a new direction in modern medicine.

Engineering problems and innovations, 3(1), 30-35.

[17]. Iskandarov, U. U., Makhmudov, I. A., & Iskandarov, N. U. (2026). АНАЛИЗ РАЗВИТИЯ СТРУКТУР

ТЕХНОЛОГИЙ ОБЛАЧНОЙ СРЕДЫ. Строительство и образование, 5(1), 139-144.

[18]. Iskandarov, U. U., & Iskandarov, N. U. Study OF the Mechanism OF Voltage Generation in the Order

169

OF 12-24 V Potential by Means OF Thermo Emf Based on the Seebeck Effect. American Journal of

Technology and Applied Sciences, 34, 32-36.

[19]. Turgunov, B., Juraev, N., Toshpulatov, S., Abdullajon, K., & Iskandarov, U. (2021, November).

Researching of the degradation process of laser diodes used in optical transport networks. In 2021

International Conference on Information Science and Communications Technologies (ICISCT) (pp. 1-

4). IEEE.

[20]. Jo’rayev, N. (2023). Ta’lim jarayonlari raqamli transformatsiyasining moxiyati va axamiyati.

Engineering problems and innovations.

[21]. Muxammadyunusovich, X. M., Rustamovich, D. L., & Qizi, M. R. A. (2024). Optik tolalarda signallarni

yo ‘qolishini oldini olish va axborot xavfsizligi ta’minlash. Al-Farg’oniy avlodlari, (2), 129-131.

[22]. Khalilov, M. M. (2023). Effect of heat treatment on the photosensitivity of polycrystalline PbTe films

and PbS. Al-Farg’oniy avlodlari, 1(4), 218-221.

[23]. Komilov, A. O. (2025). Оптоэлектронный датчик для контроля геотермальных газов.

Строительство и образование, 4(3), 295-300.

[24]. Komilov, A. O. (2018). Selection of the composition and structure of the energy complex.

Математическое и информационное моделирование: сборник научных трудов.–Тюмень, 2018.–

Вып. 16.

[25]. Makhmudov, I. A., & Isroiljonova, G. S. (2021). THE PACKAGE MULTISERVICE SERVICES

IN

[26]. NGN. Academic research in educational sciences, 2(6), 989-994.

[27]. Tojiboev, I., Rayimjonova, O. S., Iskandarov, U. U., Makhammadjonov, A. G., & Tokhirova, S. G.

(2022). Analysis of the flow of information of the physical level of internet services in multiservice

networks of telecommunications. Мировая наука, (3 (60)), 26-29.

[28]. Райимжонова, О. (2023). Оптоэлектронное измерение сильных токов и сильных магнитных

полей. Engineering problems and innovations, 1(1), 35-38.

[29]. Rayimjonova, O. S. (2022). Investigation of cluster-type inhomogeneity in semiconductors. American

Journal Of Applied Science And Technology, 2(06), 94-97.

[30]. Iskandarov, U. U., Ergasheva, M. F., & Madaminov, M. R. (2025). “O ‘zbekiston pochtasi” aj Farg ‘ona

filialida “smart logistics” tizimini joriy qilish mexanizmlarini ishlab chiqish. Строительство и

образование, 4(3), 248-252.

[31]. Khusanova, S. S., Tajibayev, I. B., & Tillaboyev, M. G. (2023). How to connect two or more tvs to a

digital set-top BOX. International Journal of Advance Scientific Research, 3(10), 109-116.

Опубликован

2026-04-14