Comparative analysis of intelligent algorithms in forecasting poorly structured processes

Pulatov , Giyos, Kabildjanov , Aleksandr, Pulatova , Gulkhayo

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

Annotatsiya

The article presents a comparative analysis of four algorithms (MLP, ANFIS, LSTM, GRU) for predicting poorly structured processes. The MLP model showed the highest accuracy (R²=0.613). Due to the limited accuracy of all models (R²≈0.55–0.61), the necessity of combining them into an ensemble to improve efficiency is justified.

Maqola ma’lumotlari
MualliflarPulatov , Giyos, Kabildjanov , Aleksandr, Pulatova , Gulkhayo
JurnalTechscience.uz - техника фанлари долзарб масалалри
NashriyotЖиззах политехника институти
ISSN3030-3702, 3030-3702
Nashr sanasi2026-09-16
Jild4
Son9
Betlar25-33
TilIngliz
Ilmiy sohaTexnika
DOI10.47390/ts-v4i9y2026n04
Indeksga qo‘shilgan2026-09-17

DOI: 10.47390/ts-v4i9y2026n04 · Maqolaning asl sahifasi

Kalit so‘zlar

poorly structured processes, forecasting, time series, comparative analysis, neural networks., sust shakllangan jarayonlar, bashoratlash, vaqt qatorlari, qiyosiy tahlil, neyron tarmoqlar.

Ilmiy soha

Texnika

Iqtibos keltirish

APAPulatov , Giyos, Kabildjanov , Aleksandr, & Pulatova , Gulkhayo (2026). COMPARATIVE ANALYSIS OF INTELLIGENT ALGORITHMS IN FORECASTING POORLY STRUCTURED PROCESSES. Techscience.uz - техника фанлари долзарб масалалри, 4(9), 25-33. https://doi.org/10.47390/ts-v4i9y2026n04
GOST (OAK)Pulatov , Giyos, Kabildjanov , Aleksandr, Pulatova , Gulkhayo COMPARATIVE ANALYSIS OF INTELLIGENT ALGORITHMS IN FORECASTING POORLY STRUCTURED PROCESSES // Techscience.uz - техника фанлари долзарб масалалри. – 2026. – T. 4, № 9. – P. 25-33. – DOI: 10.47390/ts-v4i9y2026n04.
MLAPulatov , Giyos, Kabildjanov , Aleksandr, and Pulatova , Gulkhayo. “COMPARATIVE ANALYSIS OF INTELLIGENT ALGORITHMS IN FORECASTING POORLY STRUCTURED PROCESSES.” Techscience.uz - техника фанлари долзарб масалалри, 4(9), 25-33, 2026. https://doi.org/10.47390/ts-v4i9y2026n04
ChicagoPulatov , Giyos, Kabildjanov , Aleksandr, and Pulatova , Gulkhayo. “COMPARATIVE ANALYSIS OF INTELLIGENT ALGORITHMS IN FORECASTING POORLY STRUCTURED PROCESSES.” Techscience.uz - техника фанлари долзарб масалалри, 4(9), 25-33 (2026). https://doi.org/10.47390/ts-v4i9y2026n04
HarvardPulatov , Giyos, Kabildjanov , Aleksandr, and Pulatova , Gulkhayo (2026) ‘COMPARATIVE ANALYSIS OF INTELLIGENT ALGORITHMS IN FORECASTING POORLY STRUCTURED PROCESSES’, Techscience.uz - техника фанлари долзарб масалалри, 4(9), 25-33. https://doi.org/10.47390/ts-v4i9y2026n04
BibTeX
@article{pulatovgiyos2026,
  title = {COMPARATIVE ANALYSIS OF INTELLIGENT ALGORITHMS IN FORECASTING POORLY STRUCTURED PROCESSES},
  author = {Pulatov , Giyos and Kabildjanov , Aleksandr and Pulatova , Gulkhayo},
  journal = {Techscience.uz - техника фанлари долзарб масалалри},
  year = {2026},
  volume = {4},
  number = {9},
  pages = {25-33},
  doi = {10.47390/ts-v4i9y2026n04},
  url = {https://doi.org/10.47390/ts-v4i9y2026n04}
}

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