Mathematical modeling and image processing algorithms in artificial intelligence-based technical vision systems

Erkin Uljaev, Ulmasjon Ulfat ogli Abdixalilov

Кимёвий технология. Назорат ва бошқарув · 2026-yil

Annotatsiya

This paper presents a comprehensive study on the development of a mathematical model and image processing algorithms for artificial intelligence-based technical vision systems. The research focuses on analyzing the structural organization and functional components of the system, including image acquisition devices, illumination subsystems, and data processing modules that ensure stable and accurate operation. A systematic and integrated approach is applied to model the transformation of object parameters and to enhance the accuracy, robustness, and reliability of object detection processes. Particular attention is given to image preprocessing, segmentation techniques, and contour detection algorithms, as these stages play a crucial role in improving the quality of visual data and minimizing noise-related distortions. The experimental results demonstrate that the use of filtering techniques and centroid-based methods significantly increases measurement precision and reduces localization errors. In addition, the integration of stereo vision methods allows accurate estimation of object distance and spatial coordinates, which is essential for real-time applications. The proposed system also shows устойчивость under varying environmental conditions, including changes in illumination and background complexity. The findings confirm that artificial intelligence-based technical vision systems can be effectively implemented in industrial automation, robotics, and agricultural product sorting. The developed mathematical model and algorithms contribute to improving processing speed, accuracy, and system reliability, providing a strong foundation for further scientific research and practical applications in intelligent vision technologies.

Maqola ma’lumotlari
MualliflarErkin Uljaev, Ulmasjon Ulfat ogli Abdixalilov
JurnalКимёвий технология. Назорат ва бошқарув
NashriyotТошкент давлат техника университети, «Ўзқурилишматериаллар» ДАК, «Ўзкимёсаноат» ДАК, «Совпластитал» ҚҚ, Ўзбекистон Интеллектуал мулк агентлиги
ISSN2181-1105, 1815-4840
Nashr sanasi2026-06-29
Jild2026
Son3
Betlar20-27
TilIngliz
Ilmiy sohaTexnika
DOI10.59048/2181-1105.1805
Indeksga qo‘shilgan2026-09-02

DOI: 10.59048/2181-1105.1805 · Maqolaning asl sahifasi

Ilmiy soha

Texnika

Iqtibos keltirish

APAErkin Uljaev, & Ulmasjon Ulfat ogli Abdixalilov (2026). MATHEMATICAL MODELING AND IMAGE PROCESSING ALGORITHMS IN ARTIFICIAL INTELLIGENCE-BASED TECHNICAL VISION SYSTEMS. Кимёвий технология. Назорат ва бошқарув, 2026(3), 20-27. https://doi.org/10.59048/2181-1105.1805
GOST (OAK)Erkin Uljaev, Ulmasjon Ulfat ogli Abdixalilov MATHEMATICAL MODELING AND IMAGE PROCESSING ALGORITHMS IN ARTIFICIAL INTELLIGENCE-BASED TECHNICAL VISION SYSTEMS // Кимёвий технология. Назорат ва бошқарув. – 2026. – T. 2026, № 3. – P. 20-27. – DOI: 10.59048/2181-1105.1805.
MLAErkin Uljaev, and Ulmasjon Ulfat ogli Abdixalilov. “MATHEMATICAL MODELING AND IMAGE PROCESSING ALGORITHMS IN ARTIFICIAL INTELLIGENCE-BASED TECHNICAL VISION SYSTEMS.” Кимёвий технология. Назорат ва бошқарув, 2026(3), 20-27, 2026. https://doi.org/10.59048/2181-1105.1805
ChicagoErkin Uljaev, and Ulmasjon Ulfat ogli Abdixalilov. “MATHEMATICAL MODELING AND IMAGE PROCESSING ALGORITHMS IN ARTIFICIAL INTELLIGENCE-BASED TECHNICAL VISION SYSTEMS.” Кимёвий технология. Назорат ва бошқарув, 2026(3), 20-27 (2026). https://doi.org/10.59048/2181-1105.1805
HarvardErkin Uljaev, and Ulmasjon Ulfat ogli Abdixalilov (2026) ‘MATHEMATICAL MODELING AND IMAGE PROCESSING ALGORITHMS IN ARTIFICIAL INTELLIGENCE-BASED TECHNICAL VISION SYSTEMS’, Кимёвий технология. Назорат ва бошқарув, 2026(3), 20-27. https://doi.org/10.59048/2181-1105.1805
BibTeX
@article{erkinuljaev2026,
  title = {MATHEMATICAL MODELING AND IMAGE PROCESSING ALGORITHMS IN ARTIFICIAL INTELLIGENCE-BASED TECHNICAL VISION SYSTEMS},
  author = {Erkin Uljaev and Ulmasjon Ulfat ogli Abdixalilov},
  journal = {Кимёвий технология. Назорат ва бошқарув},
  year = {2026},
  volume = {2026},
  number = {3},
  pages = {20-27},
  doi = {10.59048/2181-1105.1805},
  url = {https://doi.org/10.59048/2181-1105.1805}
}

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