Application of neural networks in computer graphics automation and IT management

Tureniyazova , Asiya, Abiljanova , Manshuk

Techscience.uz - техника фанлари долзарб масалалри · 2026-yil

Annotatsiya

The paper considers the use of neural networks for automating computer graphics tasks and managing IT infrastructure. A comparative analysis of key architectures in both directions is carried out. It is shown that neural network methods consistently outperform classical approaches, but are sensitive to the distribution of input data and require significant computing resources. The general patterns of development of both directions are revealed.

Maqola ma’lumotlari
MualliflarTureniyazova , Asiya, Abiljanova , Manshuk
JurnalTechscience.uz - техника фанлари долзарб масалалри
NashriyotЖиззах политехника институти
ISSN3030-3702, 3030-3702
Nashr sanasi2026-04-25
Jild4
Son4
Betlar64-69
TilIngliz
Ilmiy sohaTexnika
DOI10.47390/ts-v4i4y2026n08
Indeksga qo‘shilgan2026-08-26

DOI: 10.47390/ts-v4i4y2026n08 · Maqolaning asl sahifasi

Kalit so‘zlar

neural networks, deep learning, computer graphics, diffusion models, generative-adversarial networks, transformers, LSTM, graph neural networks, IT management, infrastructure automation, anomaly detection, predictive monitoring, reinforcement learning, image synthesis, resolution enhancement., нейронные сети, глубокое обучение, компьютерная графика, диффузионные модели, генеративно-состязательные сети, трансформеры, LSTM, графовые нейронные сети, ИТ-управление, автоматизация инфраструктуры, обнаружение аномалий, предиктивный мониторинг, обучение с подкреплением, синтез изображений, повышение разрешения.

Ilmiy soha

Texnika

Iqtibos keltirish

APATureniyazova , Asiya, & Abiljanova , Manshuk (2026). APPLICATION OF NEURAL NETWORKS IN COMPUTER GRAPHICS AUTOMATION AND IT MANAGEMENT. Techscience.uz - техника фанлари долзарб масалалри, 4(4), 64-69. https://doi.org/10.47390/ts-v4i4y2026n08
GOST (OAK)Tureniyazova , Asiya, Abiljanova , Manshuk APPLICATION OF NEURAL NETWORKS IN COMPUTER GRAPHICS AUTOMATION AND IT MANAGEMENT // Techscience.uz - техника фанлари долзарб масалалри. – 2026. – T. 4, № 4. – P. 64-69. – DOI: 10.47390/ts-v4i4y2026n08.
MLATureniyazova , Asiya, and Abiljanova , Manshuk. “APPLICATION OF NEURAL NETWORKS IN COMPUTER GRAPHICS AUTOMATION AND IT MANAGEMENT.” Techscience.uz - техника фанлари долзарб масалалри, 4(4), 64-69, 2026. https://doi.org/10.47390/ts-v4i4y2026n08
ChicagoTureniyazova , Asiya, and Abiljanova , Manshuk. “APPLICATION OF NEURAL NETWORKS IN COMPUTER GRAPHICS AUTOMATION AND IT MANAGEMENT.” Techscience.uz - техника фанлари долзарб масалалри, 4(4), 64-69 (2026). https://doi.org/10.47390/ts-v4i4y2026n08
HarvardTureniyazova , Asiya, and Abiljanova , Manshuk (2026) ‘APPLICATION OF NEURAL NETWORKS IN COMPUTER GRAPHICS AUTOMATION AND IT MANAGEMENT’, Techscience.uz - техника фанлари долзарб масалалри, 4(4), 64-69. https://doi.org/10.47390/ts-v4i4y2026n08
BibTeX
@article{tureniyazovaasiya2026,
  title = {APPLICATION OF NEURAL NETWORKS IN COMPUTER GRAPHICS AUTOMATION AND IT MANAGEMENT},
  author = {Tureniyazova , Asiya and Abiljanova , Manshuk},
  journal = {Techscience.uz - техника фанлари долзарб масалалри},
  year = {2026},
  volume = {4},
  number = {4},
  pages = {64-69},
  doi = {10.47390/ts-v4i4y2026n08},
  url = {https://doi.org/10.47390/ts-v4i4y2026n08}
}

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