Mixed Approach of Real-Time Smoke and Fire Recognition from CCTV Cameras

Хамдамов, Р.Х., Сакиев, Т.Р., Рахманов, Х.Э.

Рақамли технологияларнинг назарий ва амалий масалалари · 2023-yil

Annotatsiya

To date, the main problem associated with the prevention of fires in open areas is their early detection. It is very difficult to put out a fire that has already begun, even with large modern firefighting equipment and human resources. However, using modern artificial intelligence technologies, it is possible to offer more effective ways to solve the problem - this is the detection of smoke and fire at the initial stages of ignition. The most promising method for early detection of a fire is its detection based on video surveillance. Monitoring of large areas and the rapid decline in the cost of video cameras will allow this latest technology to become truly widespread in the fire safety system. This article proposes object recognition by hybrid methods based on contour analysis and neural network technologies. Tests of the results of smoke and fire recognition by the methods of contour analysis and artificial neural network were carried out by the full-scale method in accordance with the test method defined by GOST R 53325-2012.

Maqola ma’lumotlari
MualliflarХамдамов, Р.Х., Сакиев, Т.Р., Рахманов, Х.Э.
JurnalРақамли технологияларнинг назарий ва амалий масалалари
NashriyotТАТУ Самарқанд филиали
ISSN2181-3086, 2181-3094
Nashr sanasi2023-06-27
Jild4
Son2
Betlar19-26
TilIngliz
Ilmiy sohaTexnika
Indeksga qo‘shilgan2026-08-26

Maqolaning asl sahifasi

Kalit so‘zlar

artificial intelligence, contour analysis, convolutional neural network, YOLOv5 algorithm, type 1 error FRR, type 2 error FAR, искусственный интеллект, контурный анализ, свёрточная нейронная сеть, алгоритм YOLOv5, ошибка первого рода FRR, ошибка второго рода FAR

Ilmiy soha

Texnika

Iqtibos keltirish

APAХамдамов, Р.Х., Сакиев, Т.Р., & Рахманов, Х.Э. (2023). Mixed Approach of Real-Time Smoke and Fire Recognition from CCTV Cameras. Рақамли технологияларнинг назарий ва амалий масалалари, 4(2), 19-26. https://ijdt.uz/index.php/ijdt/article/view/77
GOST (OAK)Хамдамов, Р.Х., Сакиев, Т.Р., Рахманов, Х.Э. Mixed Approach of Real-Time Smoke and Fire Recognition from CCTV Cameras // Рақамли технологияларнинг назарий ва амалий масалалари. – 2023. – T. 4, № 2. – P. 19-26.
MLAХамдамов, Р.Х., Сакиев, Т.Р., and Рахманов, Х.Э. “Mixed Approach of Real-Time Smoke and Fire Recognition from CCTV Cameras.” Рақамли технологияларнинг назарий ва амалий масалалари, 4(2), 19-26, 2023. https://ijdt.uz/index.php/ijdt/article/view/77
ChicagoХамдамов, Р.Х., Сакиев, Т.Р., and Рахманов, Х.Э. “Mixed Approach of Real-Time Smoke and Fire Recognition from CCTV Cameras.” Рақамли технологияларнинг назарий ва амалий масалалари, 4(2), 19-26 (2023). https://ijdt.uz/index.php/ijdt/article/view/77
HarvardХамдамов, Р.Х., Сакиев, Т.Р., and Рахманов, Х.Э (2023) ‘Mixed Approach of Real-Time Smoke and Fire Recognition from CCTV Cameras’, Рақамли технологияларнинг назарий ва амалий масалалари, 4(2), 19-26. https://ijdt.uz/index.php/ijdt/article/view/77
BibTeX
@article{article2023,
  title = {Mixed Approach of Real-Time Smoke and Fire Recognition from CCTV Cameras},
  author = {Хамдамов, Р.Х. and Сакиев, Т.Р. and Рахманов, Х.Э.},
  journal = {Рақамли технологияларнинг назарий ва амалий масалалари},
  year = {2023},
  volume = {4},
  number = {2},
  pages = {19-26},
  url = {https://ijdt.uz/index.php/ijdt/article/view/77}
}

Boshqa maqola uchun iqtibos tayyorlash

Рақамли технологияларнинг назарий ва амалий масалалари jurnalidan boshqa maqolalar

Рақамли технологияларнинг назарий ва амалий масалалари — barcha maqolalar · 2023-yil arxivi

Хамдамов, Р.Х. — boshqa maqolalari

Texnika sohasidagi boshqa maqolalar

Texnika sohasidagi OAK jurnallari