Analysis of Cost-Effective Ethernet Architecture for AI Data Centers in the Context of Uzbekistan

Atajonov, Furqat, Polvonov, Dostonbek, Aliyev, Oybek, Saparabayev, To'lqin, Bazarboyev, Nurbek

Al-Farg'oniy avlodlari · 2026-yil

Annotatsiya

Infrastructure for training artificial intelligence (AI) models requires high bandwidth and minimal latency. In developing countries, particularly Uzbekistan, the high cost of traditional InfiniBand networks poses a significant barrier to AI development. This paper proposes a cost-effective, lossless RoCE v2-based Ethernet architecture as an alternative to InfiniBand. Economic and technical analyses demonstrate that a properly configured Leaf-Spine Ethernet topology significantly reduces capital expenditures (CAPEX) while providing the necessary performance.

Maqola ma’lumotlari
MualliflarAtajonov, Furqat, Polvonov, Dostonbek, Aliyev, Oybek, Saparabayev, To'lqin, Bazarboyev, Nurbek
JurnalAl-Farg'oniy avlodlari
NashriyotТАТУ Фарғона филиали
ISSN2181-4252
Nashr sanasi2026-05-17
Son2
Betlar170-175
TilIngliz
Ilmiy sohaTexnika
Indeksga qo‘shilgan2026-08-26

Maqolaning asl sahifasi

Kalit so‘zlar

AI model training, GPU clusters, InfiniBand, RoCE v2, Ethernet architecture, Leaf-Spine topology, Lossless networking, Capital expenditures (CAPEX), Minimal latency, Обучение моделей ИИ, GPU кластеры, InfiniBand, RoCE v2, Архитектура Ethernet, Топология Leaf-Spine, Сеть без потерь, Капитальные затраты (CAPEX), Минимальная задержка, AI modellarini o‘qitish, GPU klasterlari, InfiniBand, RoCE v2, Ethernet arxitekturasi, Leaf-Spine topologiyasi, lossless tarmoq, kapital xarajatlar (CAPEX), minimal kechikish

Ilmiy soha

Texnika

Iqtibos keltirish

APAAtajonov, Furqat, Polvonov, Dostonbek, Aliyev, Oybek, Saparabayev, To'lqin, & Bazarboyev, Nurbek (2026). Analysis of Cost-Effective Ethernet Architecture for AI Data Centers in the Context of Uzbekistan. Al-Farg'oniy avlodlari, (2), 170-175. https://al-fargoniy.uz/index.php/journal/article/view/1101
GOST (OAK)Atajonov, Furqat va b. Analysis of Cost-Effective Ethernet Architecture for AI Data Centers in the Context of Uzbekistan // Al-Farg'oniy avlodlari. – 2026. – № 2. – P. 170-175.
MLAAtajonov, Furqat, Polvonov, Dostonbek, Aliyev, Oybek, Saparabayev, To'lqin, and Bazarboyev, Nurbek. “Analysis of Cost-Effective Ethernet Architecture for AI Data Centers in the Context of Uzbekistan.” Al-Farg'oniy avlodlari, (2), 170-175, 2026. https://al-fargoniy.uz/index.php/journal/article/view/1101
ChicagoAtajonov, Furqat, Polvonov, Dostonbek, Aliyev, Oybek, Saparabayev, To'lqin, and Bazarboyev, Nurbek. “Analysis of Cost-Effective Ethernet Architecture for AI Data Centers in the Context of Uzbekistan.” Al-Farg'oniy avlodlari, (2), 170-175 (2026). https://al-fargoniy.uz/index.php/journal/article/view/1101
HarvardAtajonov, Furqat, Polvonov, Dostonbek, Aliyev, Oybek, Saparabayev, To'lqin, and Bazarboyev, Nurbek (2026) ‘Analysis of Cost-Effective Ethernet Architecture for AI Data Centers in the Context of Uzbekistan’, Al-Farg'oniy avlodlari, (2), 170-175. https://al-fargoniy.uz/index.php/journal/article/view/1101
BibTeX
@article{atajonovfurqat2026,
  title = {Analysis of Cost-Effective Ethernet Architecture for AI Data Centers in the Context of Uzbekistan},
  author = {Atajonov, Furqat and Polvonov, Dostonbek and Aliyev, Oybek and Saparabayev, To'lqin and Bazarboyev, Nurbek},
  journal = {Al-Farg'oniy avlodlari},
  year = {2026},
  number = {2},
  pages = {170-175},
  url = {https://al-fargoniy.uz/index.php/journal/article/view/1101}
}

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