Intelligent stochastic control of closed water systems using relaxation-based hydrodynamic models

Ismailov, Mirhalil, Ismailov, Otabek, Ozodov, Ezozbek

Agro ILM · 2026-yil

Annotatsiya

This paper addresses the challenge of automated control for closed water systems (e.g., endorheic lakes) subject to stochastic hydrological dynamics and internal relaxation processes (non-Markovian behavior). We propose an intelligent stochastic control framework based on Relaxation-Stochastic Models (RSMs) that capture both probabilistic external drivers and system memory. A risk-constrained optimal control problem is solved in real-time using Receding Horizon Control integrated with an LSTM metamodel of the RSM. Applied to the Aydar Lake system in Uzbekistan, the framework reduces the probability of breaching critical ecological levels by 37% over a 10-year horizon while improving irrigation supply reliability by 18% compared to conventional strategies. The results demonstrate a robust, adaptive solution for sustainable water resource automation under deep uncertainty.

Maqola ma’lumotlari
MualliflarIsmailov, Mirhalil, Ismailov, Otabek, Ozodov, Ezozbek
JurnalAgro ILM
NashriyotO‘zbekiston qishloq xo‘jaligi jurnali ilmiy ilovasi
ISSN2091-5616
Nashr sanasi2026-05-19
Jild124
Son3
Betlar74-76
TilIngliz
Ilmiy sohaTexnika
Indeksga qo‘shilgan2026-08-27

Maqolaning asl sahifasi

Kalit so‘zlar

Stochastic control, closed water systems, relaxation processes, intelligent automation, LSTM, Aydar Lake, стохастическое управление, замкнутые водоёмные системы, релаксационные процессы, интеллектуальная автоматизация, LSTM, озеро Айдаркуль, stoxastik boshqaruv, yopiq suv tizimlari, relaksatsion jarayonlar, intellektual avtomatlashtirish, LSTM, Aydar ko‘li

Ilmiy soha

Texnika

Iqtibos keltirish

APAIsmailov, Mirhalil, Ismailov, Otabek, & Ozodov, Ezozbek (2026). INTELLIGENT STOCHASTIC CONTROL OF CLOSED WATER SYSTEMS USING RELAXATION-BASED HYDRODYNAMIC MODELS. Agro ILM, 124(3), 74-76. https://qxjurnal.uz/index.php/ai/article/view/526
GOST (OAK)Ismailov, Mirhalil, Ismailov, Otabek, Ozodov, Ezozbek INTELLIGENT STOCHASTIC CONTROL OF CLOSED WATER SYSTEMS USING RELAXATION-BASED HYDRODYNAMIC MODELS // Agro ILM. – 2026. – T. 124, № 3. – P. 74-76.
MLAIsmailov, Mirhalil, Ismailov, Otabek, and Ozodov, Ezozbek. “INTELLIGENT STOCHASTIC CONTROL OF CLOSED WATER SYSTEMS USING RELAXATION-BASED HYDRODYNAMIC MODELS.” Agro ILM, 124(3), 74-76, 2026. https://qxjurnal.uz/index.php/ai/article/view/526
ChicagoIsmailov, Mirhalil, Ismailov, Otabek, and Ozodov, Ezozbek. “INTELLIGENT STOCHASTIC CONTROL OF CLOSED WATER SYSTEMS USING RELAXATION-BASED HYDRODYNAMIC MODELS.” Agro ILM, 124(3), 74-76 (2026). https://qxjurnal.uz/index.php/ai/article/view/526
HarvardIsmailov, Mirhalil, Ismailov, Otabek, and Ozodov, Ezozbek (2026) ‘INTELLIGENT STOCHASTIC CONTROL OF CLOSED WATER SYSTEMS USING RELAXATION-BASED HYDRODYNAMIC MODELS’, Agro ILM, 124(3), 74-76. https://qxjurnal.uz/index.php/ai/article/view/526
BibTeX
@article{ismailovmirhalil2026,
  title = {INTELLIGENT STOCHASTIC CONTROL OF CLOSED WATER SYSTEMS USING RELAXATION-BASED HYDRODYNAMIC MODELS},
  author = {Ismailov, Mirhalil and Ismailov, Otabek and Ozodov, Ezozbek},
  journal = {Agro ILM},
  year = {2026},
  volume = {124},
  number = {3},
  pages = {74-76},
  url = {https://qxjurnal.uz/index.php/ai/article/view/526}
}

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