Intellectual methods of modeling and management the refining process based on virtual analyzers

Ortikov, Elbek

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

Annotatsiya

The article examines an approach based on the construction of intelligent virtual analyzers, which calculate the values of difficult-to-measure quality indicators based on the current readings of technological parameter sensors. A methodology for forming such models under conditions of noise, incomplete, and temporarily dissynchronized data is proposed. A probabilistic maximum algorithm is used to clarify time delays, partial least squares regression for working with multicollinear inputs, nonlinear transformations, analysis methods, and training sampling formation. It has been shown that the implementation of the developed virtual analyzer allows for a decrease in the average error of quality forecasting by tens of percent, stabilizes the refining regime, and ensures a reduction in energy consumption and losses of the target product.

Maqola ma’lumotlari
MualliflarOrtikov, Elbek
JurnalTechscience.uz - техника фанлари долзарб масалалри
NashriyotЖиззах политехника институти
ISSN3030-3702, 3030-3702
Nashr sanasi2025-12-27
Jild3
Son12
Betlar103-111
TilIngliz
Ilmiy sohaTexnika
DOI10.47390/ts-v3i12y2025n11
Indeksga qo‘shilgan2026-08-26

DOI: 10.47390/ts-v3i12y2025n11 · Maqolaning asl sahifasi

Kalit so‘zlar

intelligent control, refining of vegetable oils, virtual analyzers, oil quality assessment, intelligent diagnostic system., интеллектуальное управление, рафинация растительных масел, виртуальные анализаторы, оценка качества масла, интеллектуальная диагностическая система.

Ilmiy soha

Texnika

Iqtibos keltirish

APAOrtikov, Elbek (2025). INTELLECTUAL METHODS OF MODELING AND MANAGEMENT THE REFINING PROCESS BASED ON VIRTUAL ANALYZERS. Techscience.uz - техника фанлари долзарб масалалри, 3(12), 103-111. https://doi.org/10.47390/ts-v3i12y2025n11
GOST (OAK)Ortikov, Elbek INTELLECTUAL METHODS OF MODELING AND MANAGEMENT THE REFINING PROCESS BASED ON VIRTUAL ANALYZERS // Techscience.uz - техника фанлари долзарб масалалри. – 2025. – T. 3, № 12. – P. 103-111. – DOI: 10.47390/ts-v3i12y2025n11.
MLAOrtikov, Elbek. “INTELLECTUAL METHODS OF MODELING AND MANAGEMENT THE REFINING PROCESS BASED ON VIRTUAL ANALYZERS.” Techscience.uz - техника фанлари долзарб масалалри, 3(12), 103-111, 2025. https://doi.org/10.47390/ts-v3i12y2025n11
ChicagoOrtikov, Elbek. “INTELLECTUAL METHODS OF MODELING AND MANAGEMENT THE REFINING PROCESS BASED ON VIRTUAL ANALYZERS.” Techscience.uz - техника фанлари долзарб масалалри, 3(12), 103-111 (2025). https://doi.org/10.47390/ts-v3i12y2025n11
HarvardOrtikov, Elbek (2025) ‘INTELLECTUAL METHODS OF MODELING AND MANAGEMENT THE REFINING PROCESS BASED ON VIRTUAL ANALYZERS’, Techscience.uz - техника фанлари долзарб масалалри, 3(12), 103-111. https://doi.org/10.47390/ts-v3i12y2025n11
BibTeX
@article{ortikovelbek2025,
  title = {INTELLECTUAL METHODS OF MODELING AND MANAGEMENT THE REFINING PROCESS BASED ON VIRTUAL ANALYZERS},
  author = {Ortikov, Elbek},
  journal = {Techscience.uz - техника фанлари долзарб масалалри},
  year = {2025},
  volume = {3},
  number = {12},
  pages = {103-111},
  doi = {10.47390/ts-v3i12y2025n11},
  url = {https://doi.org/10.47390/ts-v3i12y2025n11}
}

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