Development of a method for intelligent diagnostics of the technical condition of a synchronous turbine generator based on electrical parameters

Boburjon Sh. Narzullayev, Javohir S. Boboqulov

Энергия ва ресурс тежаш муаммолари · 2026-yil

Annotatsiya

Relevance: synchronous turbo generators are one of the main electro-technological devices for generating electricity in the power supply system, and their stable and reliable operation is important for ensuring the continuity of power supply. The turbogenerator operates in a mode of active power P, reactive power Q, output voltage U, excitation current Iex and rotor angular velocity deviation Δω, as well as electrical and Deviations of electromechanical parameters from their nominal values negatively affect the dynamic stability of the turbogenerator, the voltage mode, and the quality of operation of the excitation system. The variation of these electrical parameters in an interlocking way makes it possible to evaluate failure States based on only one parameter complicates. Therefore, the use of calculated diagnostic indicators along with measured parameters, their comprehensive assessment of deviations, and the intellectual determination of the current state of the turbine generator are urgent scientific and technical problems. Aim: the development of an intellectual diagnostic method that allows you to assess the violations in the basic electrical and electromechanical parameters of a synchronous turbogenerator in a complex way, form diagnostic residual signals between measured and calculated parameters and, on their basis, determine the working condition of the turbogenerator by normal, disruptive and dangerous conditions. Methods: this article presents an intelligent diagnostic method based on fuzzy logic and artificial intelligence to assess the technical condition of a synchronous turbo generator based on electrical parameters and to detect faults in them. Results: the research results were obtained based on the electrical parameters of a 110 MW synchronous turbine generator operating at the JSC “Navoi Thermal Power Plant” and based on the disturbances occurring in the network. In the proposed method, Iex based on changes in the parameters P, Q, and Uac and wh accounting magnitudes were formed, and due to their comparison with real measured values, it was possible to identify inconsistencies in the excitation system and electromechanical mode as an additional diagnostic sign. An algorithm for classifying the state of a turbogenerator into normal, abnormal and dangerous modes based on normalized parameter disturbances and residual signals was developed. As a result, it was possible to comprehensively assess the disturbances in the electrical parameters of the turbine generator, early detect dangerous conditions, and form diagnostic information for the subsequent adaptive control system.

Maqola ma’lumotlari
MualliflarBoburjon Sh. Narzullayev, Javohir S. Boboqulov
JurnalЭнергия ва ресурс тежаш муаммолари
Nashriyot«Ўзбекэнерго» АО, ТДТУ, Ўзбекистон Республикаси ФА, Энергия ва ресурслар тежаш илмий-амалий ўқув маркази, «Ўздавэнергоназорат» давлат инспекцияси, «Энергия тежамкорлиги ва қайта тикланувчи энергия манбалари» илмий-тадқиқот лабораторияси
ISSN2091-5985, 2181-1946
Nashr sanasi2026-10-18
Son3
Betlar262-270
TilIngliz
Ilmiy sohaTexnika
Indeksga qo‘shilgan2026-10-22

Kalit so‘zlar

турбогенератор, turbogenerator, turbogenerator

Ilmiy soha

Iqtibos keltirish

APABoburjon Sh. Narzullayev, & Javohir S. Boboqulov (2026). Development of a method for intelligent diagnostics of the technical condition of a synchronous turbine generator based on electrical parameters. Энергия ва ресурс тежаш муаммолари, (3), 262-270. https://energy.tdtu.uz/index.php/journal/article/view/437
GOST (OAK)Boburjon Sh. Narzullayev, Javohir S. Boboqulov Development of a method for intelligent diagnostics of the technical condition of a synchronous turbine generator based on electrical parameters // Энергия ва ресурс тежаш муаммолари. – 2026. – № 3. – P. 262-270.
MLABoburjon Sh. Narzullayev, and Javohir S. Boboqulov. “Development of a method for intelligent diagnostics of the technical condition of a synchronous turbine generator based on electrical parameters.” Энергия ва ресурс тежаш муаммолари, (3), 262-270, 2026. https://energy.tdtu.uz/index.php/journal/article/view/437
ChicagoBoburjon Sh. Narzullayev, and Javohir S. Boboqulov. “Development of a method for intelligent diagnostics of the technical condition of a synchronous turbine generator based on electrical parameters.” Энергия ва ресурс тежаш муаммолари, (3), 262-270 (2026). https://energy.tdtu.uz/index.php/journal/article/view/437
HarvardBoburjon Sh. Narzullayev, and Javohir S. Boboqulov (2026) ‘Development of a method for intelligent diagnostics of the technical condition of a synchronous turbine generator based on electrical parameters’, Энергия ва ресурс тежаш муаммолари, (3), 262-270. https://energy.tdtu.uz/index.php/journal/article/view/437
BibTeX
@article{boburjonshnarzullayev2026,
  title = {Development of a method for intelligent diagnostics of the technical condition of a synchronous turbine generator based on electrical parameters},
  author = {Boburjon Sh. Narzullayev and Javohir S. Boboqulov},
  journal = {Энергия ва ресурс тежаш муаммолари},
  year = {2026},
  number = {3},
  pages = {262-270},
  url = {https://energy.tdtu.uz/index.php/journal/article/view/437}
}

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