Application of artificial neural networks for online monitoring and diagnostics of power transformers

Abdullabekova, Dilafruz, Kutbidinov, Odiljon

Techscience.uz - техника фанлари долзарб масалалри · 2025-yil

Annotatsiya

The application of artificial neural networks (ANNs) is revolutionizing the monitoring and control of power transformer health, shifting the paradigm from scheduled preventive maintenance to intelligent condition-based service. This paper presents a comprehensive study of ANN architectures and their implementation in transformer diagnostics. Using multi-source data such as dissolved gas analysis (DGA), vibration, SFRA, and partial discharge measurements, the study demonstrates how neural networks enable early fault detection, residual life prediction, and optimization of maintenance schedules. The results indicate significant improvement in diagnostic accuracy and cost efficiency compared to traditional threshold-based systems.

Maqola ma’lumotlari
MualliflarAbdullabekova, Dilafruz, Kutbidinov, Odiljon
JurnalTechscience.uz - техника фанлари долзарб масалалри
NashriyotЖиззах политехника институти
ISSN3030-3702, 3030-3702
Nashr sanasi2025-11-02
Jild3
Son10
Betlar56-62
TilIngliz
Ilmiy sohaTexnika
DOI10.47390/ts-v3i10y2025no9
Indeksga qo‘shilgan2026-08-26

DOI: 10.47390/ts-v3i10y2025no9 · Maqolaning asl sahifasi

Kalit so‘zlar

power transformers, neural networks, diagnostics, DGA, predictive maintenance, anomaly detection., quvvat transformatorlari, neyron tarmoqlari, diagnostika, DGA, bashoratli texnik xizmat ko'rsatish, anomaliyalarni aniqlash.

Ilmiy soha

Texnika

Iqtibos keltirish

APAAbdullabekova, Dilafruz, & Kutbidinov, Odiljon (2025). APPLICATION OF ARTIFICIAL NEURAL NETWORKS FOR ONLINE MONITORING AND DIAGNOSTICS OF POWER TRANSFORMERS. Techscience.uz - техника фанлари долзарб масалалри, 3(10), 56-62. https://doi.org/10.47390/ts-v3i10y2025no9
GOST (OAK)Abdullabekova, Dilafruz, Kutbidinov, Odiljon APPLICATION OF ARTIFICIAL NEURAL NETWORKS FOR ONLINE MONITORING AND DIAGNOSTICS OF POWER TRANSFORMERS // Techscience.uz - техника фанлари долзарб масалалри. – 2025. – T. 3, № 10. – P. 56-62. – DOI: 10.47390/ts-v3i10y2025no9.
MLAAbdullabekova, Dilafruz, and Kutbidinov, Odiljon. “APPLICATION OF ARTIFICIAL NEURAL NETWORKS FOR ONLINE MONITORING AND DIAGNOSTICS OF POWER TRANSFORMERS.” Techscience.uz - техника фанлари долзарб масалалри, 3(10), 56-62, 2025. https://doi.org/10.47390/ts-v3i10y2025no9
ChicagoAbdullabekova, Dilafruz, and Kutbidinov, Odiljon. “APPLICATION OF ARTIFICIAL NEURAL NETWORKS FOR ONLINE MONITORING AND DIAGNOSTICS OF POWER TRANSFORMERS.” Techscience.uz - техника фанлари долзарб масалалри, 3(10), 56-62 (2025). https://doi.org/10.47390/ts-v3i10y2025no9
HarvardAbdullabekova, Dilafruz, and Kutbidinov, Odiljon (2025) ‘APPLICATION OF ARTIFICIAL NEURAL NETWORKS FOR ONLINE MONITORING AND DIAGNOSTICS OF POWER TRANSFORMERS’, Techscience.uz - техника фанлари долзарб масалалри, 3(10), 56-62. https://doi.org/10.47390/ts-v3i10y2025no9
BibTeX
@article{abdullabekovadilafruz2025,
  title = {APPLICATION OF ARTIFICIAL NEURAL NETWORKS FOR ONLINE MONITORING AND DIAGNOSTICS OF POWER TRANSFORMERS},
  author = {Abdullabekova, Dilafruz and Kutbidinov, Odiljon},
  journal = {Techscience.uz - техника фанлари долзарб масалалри},
  year = {2025},
  volume = {3},
  number = {10},
  pages = {56-62},
  doi = {10.47390/ts-v3i10y2025no9},
  url = {https://doi.org/10.47390/ts-v3i10y2025no9}
}

Boshqa maqola uchun iqtibos tayyorlash

Techscience.uz - техника фанлари долзарб масалалри jurnalidan boshqa maqolalar

Techscience.uz - техника фанлари долзарб масалалри — barcha maqolalar · 2025-yil arxivi

Texnika sohasidagi boshqa maqolalar

Texnika sohasidagi OAK jurnallari