Development of an ann-based predictive model for the efficient treatment of industrial wastewater

Alisher Khudoyberdi ugli Rakhimov, Hasan Siddiq ugli Murodov, Farrukh Bakhtiyorovich Igitov, Shuhrat Ahmadjonovich Mutalov, Jaloliddin Eshbobaev

Кимёвий технология. Назорат ва бошқарув · 2025-yil

Annotatsiya

The effective removal of free chlorine ions from industrial wastewater is critical to ensure process safety, minimize equipment corrosion, and protect aquatic environments. In this study, a laboratory-scale activated carbon filtration system was developed and tested to treat chlorine-contaminated water collected from sludge collectors at industrial facilities. A total of 200 experimental trials were conducted under varied operational conditions, including changes in flow rate, initial chlorine concentration, pressure, pH, temperature, and activated carbon dosage. The resulting dataset was used to train a predictive model based on a feedforward backpropagation artificial neural network (ANN) implemented in MATLAB. The ANN model demonstrated excellent performance, achieving a mean squared error (MSE) of 9.63 × 10⁻⁵ and a high regression coefficient (R = 0.9665) across all data. The model’s predictive capability was validated through detailed performance plots, error histograms, and regression analysis. The results confirm that the ANN can reliably estimate residual chlorine concentrations based on key process variables, making it a valuable tool for optimizing activated carbon filter operations and enhancing intelligent control in industrial wastewater treatment systems. This research highlights the potential of integrating AI-based modeling with traditional water purification technologies to improve process efficiency and environmental sustainability.

Maqola ma’lumotlari
MualliflarAlisher Khudoyberdi ugli Rakhimov, Hasan Siddiq ugli Murodov, Farrukh Bakhtiyorovich Igitov, Shuhrat Ahmadjonovich Mutalov, Jaloliddin Eshbobaev
JurnalКимёвий технология. Назорат ва бошқарув
NashriyotТошкент давлат техника университети, «Ўзқурилишматериаллар» ДАК, «Ўзкимёсаноат» ДАК, «Совпластитал» ҚҚ, Ўзбекистон Интеллектуал мулк агентлиги
ISSN2181-1105, 1815-4840
Nashr sanasi2025-06-30
Jild2025
Son3
Betlar71-78
TilIngliz
Ilmiy sohaTexnika
DOI10.59048/2181-1105.1685
Indeksga qo‘shilgan2026-09-02

DOI: 10.59048/2181-1105.1685 · Maqolaning asl sahifasi · PDF

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APAAlisher Khudoyberdi ugli Rakhimov, Hasan Siddiq ugli Murodov, Farrukh Bakhtiyorovich Igitov, Shuhrat Ahmadjonovich Mutalov, & Jaloliddin Eshbobaev (2025). DEVELOPMENT OF AN ANN-BASED PREDICTIVE MODEL FOR THE EFFICIENT TREATMENT OF INDUSTRIAL WASTEWATER. Кимёвий технология. Назорат ва бошқарув, 2025(3), 71-78. https://doi.org/10.59048/2181-1105.1685
GOST (OAK)Alisher Khudoyberdi ugli Rakhimov va b. DEVELOPMENT OF AN ANN-BASED PREDICTIVE MODEL FOR THE EFFICIENT TREATMENT OF INDUSTRIAL WASTEWATER // Кимёвий технология. Назорат ва бошқарув. – 2025. – T. 2025, № 3. – P. 71-78. – DOI: 10.59048/2181-1105.1685.
MLAAlisher Khudoyberdi ugli Rakhimov, Hasan Siddiq ugli Murodov, Farrukh Bakhtiyorovich Igitov, Shuhrat Ahmadjonovich Mutalov, and Jaloliddin Eshbobaev. “DEVELOPMENT OF AN ANN-BASED PREDICTIVE MODEL FOR THE EFFICIENT TREATMENT OF INDUSTRIAL WASTEWATER.” Кимёвий технология. Назорат ва бошқарув, 2025(3), 71-78, 2025. https://doi.org/10.59048/2181-1105.1685
ChicagoAlisher Khudoyberdi ugli Rakhimov, Hasan Siddiq ugli Murodov, Farrukh Bakhtiyorovich Igitov, Shuhrat Ahmadjonovich Mutalov, and Jaloliddin Eshbobaev. “DEVELOPMENT OF AN ANN-BASED PREDICTIVE MODEL FOR THE EFFICIENT TREATMENT OF INDUSTRIAL WASTEWATER.” Кимёвий технология. Назорат ва бошқарув, 2025(3), 71-78 (2025). https://doi.org/10.59048/2181-1105.1685
HarvardAlisher Khudoyberdi ugli Rakhimov, Hasan Siddiq ugli Murodov, Farrukh Bakhtiyorovich Igitov, Shuhrat Ahmadjonovich Mutalov, and Jaloliddin Eshbobaev (2025) ‘DEVELOPMENT OF AN ANN-BASED PREDICTIVE MODEL FOR THE EFFICIENT TREATMENT OF INDUSTRIAL WASTEWATER’, Кимёвий технология. Назорат ва бошқарув, 2025(3), 71-78. https://doi.org/10.59048/2181-1105.1685
BibTeX
@article{alisherkhudoyberdiuglirakhimov2025,
  title = {DEVELOPMENT OF AN ANN-BASED PREDICTIVE MODEL FOR THE EFFICIENT TREATMENT OF INDUSTRIAL WASTEWATER},
  author = {Alisher Khudoyberdi ugli Rakhimov and Hasan Siddiq ugli Murodov and Farrukh Bakhtiyorovich Igitov and Shuhrat Ahmadjonovich Mutalov and Jaloliddin Eshbobaev},
  journal = {Кимёвий технология. Назорат ва бошқарув},
  year = {2025},
  volume = {2025},
  number = {3},
  pages = {71-78},
  doi = {10.59048/2181-1105.1685},
  url = {https://doi.org/10.59048/2181-1105.1685}
}

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