student
student
UDC 004
This paper discusses the development of a hardware-software complex for continuous automated monitoring of compliance with occupational health and safety requirements based on industrial video surveillance data. A cascade processing pipeline YOLOv8n→YOLOv8s→LLaVA-1.5→RAG is proposed, providing accurate personnel detection, detailed semantic scene description, and automatic mapping of identified violations to the current regulatory framework. Experiments conducted on 1,400 annotated images showed a Precision of 0.961 for YOLOv8s at a speed of approximately 85 FPS. For the relevant regulatory extraction module, the final accuracy reached 96%. A comprehensive economic evaluation demonstrated the high profitability of the proposed system's implementation: with equipment costs around 1.2 million rubles, the payback period is achieved in less than a year due to the prevention of fines, reduction in insurance payouts, and the utilization of the Social Fund of Russia reimbursement mechanism (up to 30%).
computer vision, industrial safety, video analytics, economic efficiency of occupational safety, import substitution, RAG
1. Ultralytics. Explore Ultralytics YOLOv8 [Elektronnyy resurs]. – URL: https://docs.ultralytics.com/models/yolov8/ (data obrascheniya: 10.02.2026).
2. Improved baselines with visual instruction tuning / H. Liu, C. Li, Q. Wu, Y. J. Lee // arXiv preprint arXiv:2310.03744. – 2024. – URL: https://arxiv.org/pdf/2310.03744.pdf (data obrascheniya: 10.02.2026).
3. The Faiss library / M. Douze, A. Guzhva, C. Deng [et al.] // arXiv preprint arXiv:2401.08281. – 2024. – URL: https://arxiv.org/abs/2401.08281 (data obrascheniya: 10.02.2026).
4. Reimers N., Gurevych I. Sentence-BERT: Sentence embeddings using Siamese BERT-networks // arXiv preprint arXiv:1908.10084. – 2019. – URL: https://arxiv.org/abs/1908.10084 (data obrascheniya: 10.02.2026).
5. 8-bit optimizers via block-wise quantization / T. Dettmers, M. Lewis, Y. Belkada, L. Zettlemoyer // arXiv preprint. – 2022. – URL: https://arxiv.org/abs/2110.02861 (data obrascheniya: 10.02.2026).
6. Oficial'nye statisticheskie dannye po obyazatel'nomu social'nomu strahovaniyu ot neschastnyh sluchaev na proizvodstve i professional'nyh zabolevaniy [Elektronnyy resurs] // Social'nyy fond Rossii: oficial'nyy sayt. – URL: https://sfr.gov.ru/ (data obrascheniya: 02.03.2026).
7. Ob utverzhdenii Pravil finansovogo obespecheniya predupreditel'nyh mer po sokrascheniyu proizvodstvennogo travmatizma: prikaz Mintruda Rossii ot 14.07.2021 № 467n (red. ot 27.02.2023) // Sobranie zakonodatel'stva RF. – 2021.
8. Ekonomicheskie posledstviya proizvodstvennogo travmatizma v Rossii: ocenka poter' i puti snizheniya / A. I. Ivanov, V. S. Petrov // Ohrana truda i promyshlennaya bezopasnost'. – 2025. – № 4. – S. 15–22.
9. Vnedrenie sistem videoanalitiki na promyshlennyh predpriyatiyah: ocenka rentabel'nosti i tehnologicheskogo suvereniteta / E. N. Smirnova // Cifrovaya ekonomika i innovacii. – 2024. – T. 5, № 2. – S. 44–51.
10. GOST R 12.3.050-2017. Sistema standartov bezopasnosti truda. Stroitel'stvo. Raboty na vysote. Pravila bezopasnosti. – Vved. 2018-03-01. – M.: Standartinform, 2017. – 28 s.
