title: Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑÑÐ°Ð»ÑÐ½Ð¾Ð¹ ÑÐ¸ÑÑÐµÐ¼Ñ Ð¿ÑÐµÐ´ÑÐ¿ÑÐµÐ¶Ð´ÐµÐ½Ð¸Ñ Ð·Ð°ÑÑÐ¿Ð°Ð½Ð¸Ñ Ð²Ð¾Ð´Ð¸ÑÐµÐ»Ñ ÑÑÐ°Ð½ÑÐ¿Ð¾ÑÑÐ½Ð¾Ð³Ð¾ ÑÑÐµÐ´ÑÑÐ²Ð°
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð±Ð°ÐºÐ°Ð»Ð°Ð²ÑÐ°
titleType: Subtitle
title: Development of an intaligent warning system vehicle driver falling asleep
Creators: name: ÐÐ¾ÑÐµÑ, ÐÐµÐ½Ð¸Ñ
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2024
Subjects: Ð´Ð¾ÑÐ¾Ð¶Ð½Ð°Ñ Ð±ÐµÐ·Ð¾Ð¿Ð°ÑÐ½Ð¾ÑÑÑ
Ð¿ÑÐ¸Ð·Ð½Ð°ÐºÐ¸ ÑÐ¾Ð½Ð»Ð¸Ð²Ð¾ÑÑÐ¸
Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ðµ Ð·ÑÐµÐ½Ð¸Ðµ
Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ðµ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ
ÑÐ¸ÑÑÐµÐ¼Ð° Ð¼Ð¾Ð½Ð¸ÑÐ¾ÑÐ¸Ð½Ð³Ð° Ð²Ð¾Ð´Ð¸ÑÐµÐ»Ñ
ÑÐ¿ÑÐ°Ð²Ð»ÐµÐ½Ð¸Ðµ ÑÐ¸ÑÑÐµÐ¼Ñ Ð°Ð²ÑÐ¾Ð¼Ð¾Ð±Ð¸Ð»Ñ
road safety
signs of drowsiness
machine vision
machine learning
driver monitoring system
vehicle system control

description: ÐÐ±ÑÐµÐºÑÐ¾Ð¼ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ ÑÐ²Ð»ÑÐµÑÑÑ Ð²Ð¾Ð´Ð¸ÑÐµÐ»Ñ ÑÑÐ°Ð½ÑÐ¿Ð¾ÑÑÐ½Ð¾Ð³Ð¾ ÑÑÐµÐ´ÑÑÐ²Ð°. ÐÑÐµÐ´Ð¼ÐµÑÐ¾Ð¼ ÑÐ²Ð»ÑÐµÑÑÑ Ð¼ÐµÑÐ¾Ð´Ñ Ð¸ ÑÑÐµÐ´ÑÑÐ²Ð° Ð¿ÑÐµÐ´ÑÐ¿ÑÐµÐ¶Ð´ÐµÐ½Ð¸Ñ Ð·Ð°ÑÑÐ¿Ð°Ð½Ð¸Ñ Ð²Ð¾Ð´Ð¸ÑÐµÐ»Ñ. Ð¦ÐµÐ»Ñ ÑÐ°Ð±Ð¾ÑÑ â ÑÐ¼ÐµÐ½ÑÑÐµÐ½Ð¸Ðµ ÑÐ»ÑÑÐ°ÐµÐ² ÑÑÐ°Ð½ÑÐ¿Ð¾ÑÑÐ½ÑÑ Ð¿ÑÐ¾Ð¸ÑÑÐµÑÑÐ²Ð¸Ð¹, Ð²ÑÐ·Ð²Ð°Ð½Ð½ÑÑ ÑÐ¾Ð½Ð»Ð¸Ð²Ð¾ÑÑÑÑ Ð¸Ð»Ð¸ Ð¿Ð¾Ð½Ð¸Ð¶ÐµÐ½Ð½ÑÐ¼ Ð²Ð½Ð¸Ð¼Ð°Ð½Ð¸ÐµÐ¼ Ð²Ð¾Ð´Ð¸ÑÐµÐ»ÐµÐ¹ Ð·Ð° ÑÑÐ»ÐµÐ¼. Ð ÑÐ¾Ð´Ðµ Ð²ÑÐ¿Ð¾Ð»Ð½ÐµÐ½Ð¸Ñ ÐÐÐ  Ð±ÑÐ»Ð¸ Ð²ÑÐ¿Ð¾Ð»Ð½ÐµÐ½Ñ ÑÐ»ÐµÐ´ÑÑÑÐ¸Ðµ Ð·Ð°Ð´Ð°ÑÐ¸: 1) Ð°Ð½Ð°Ð»Ð¸Ð· ÑÑÑÐµÑÑÐ²ÑÑÑÐ¸Ñ ÑÐ¸ÑÑÐµÐ¼ Ð°ÐºÑÐ¸Ð²Ð½Ð¾Ð¹ Ð±ÐµÐ·Ð¾Ð¿Ð°ÑÐ½Ð¾ÑÑÐ¸ Ð²Ð¾Ð´Ð¸ÑÐµÐ»Ñ ÑÑÐ°Ð½ÑÐ¿Ð¾ÑÑÐ½Ð¾Ð³Ð¾ ÑÑÐµÐ´ÑÑÐ²Ð°; 2) Ð²ÑÐ±Ð¾Ñ Ð½Ð°Ð¸Ð»ÑÑÑÐµÐ³Ð¾ Ð¼ÐµÑÐ¾Ð´Ð° Ð¾Ð±Ð½Ð°ÑÑÐ¶ÐµÐ½Ð¸Ñ Ð¿ÑÐ¸Ð·Ð½Ð°ÐºÐ¾Ð² ÑÑÑÐ°Ð»Ð¾ÑÑÐ¸ Ð¸Ð»Ð¸ ÑÐ¾Ð½Ð»Ð¸Ð²Ð¾ÑÑÐ¸ Ð²Ð¾Ð´Ð¸ÑÐµÐ»Ñ; 3) ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð°ÑÑÐ¸ÑÐµÐºÑÑÑÑ ÑÐ¸ÑÑÐµÐ¼Ñ Ð¼Ð¾Ð½Ð¸ÑÐ¾ÑÐ¸Ð½Ð³Ð° ÑÐ¾ÑÑÐ¾ÑÐ½Ð¸Ñ Ð²Ð¾Ð´Ð¸ÑÐµÐ»Ñ; 4) ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¸ Ð¾ÑÐºÐ»Ð°Ð´ÐºÐ° Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½ÑÑ ÐºÐ¾Ð¼Ð¿Ð¾Ð½ÐµÐ½ÑÐ¾Ð²; 5) Ð²ÑÐ±Ð¾Ñ Ð¸ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ Ð¼Ð¾Ð´ÐµÐ»Ð¸ Ð¿Ð¾ ÑÑÐµÐ±ÑÐµÐ¼ÑÐ¼ Ð¿ÑÐ¸Ð·Ð½Ð°ÐºÐ°Ð¼; 6) ÑÐµÐ°Ð»Ð¸Ð·Ð°ÑÐ¸Ñ ÑÐ¸ÑÑÐµÐ¼Ñ Ð¼Ð¾Ð½Ð¸ÑÐ¾ÑÐ¸Ð½Ð³Ð° ÑÐ¾ÑÑÐ¾ÑÐ½Ð¸Ñ Ð²Ð¾Ð´Ð¸ÑÐµÐ»Ñ Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ Ð¾Ð±ÑÑÐµÐ½Ð½ÑÑ Ð¼Ð¾Ð´ÐµÐ»ÐµÐ¹; 7) Ð¿ÑÐ¾Ð²ÐµÐ´ÐµÐ½Ð¸Ðµ ÑÐºÑÐ¿ÐµÑÐ¸Ð¼ÐµÐ½ÑÐ°Ð»ÑÐ½ÑÑ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ð¹ Ð´Ð»Ñ Ð¿Ð¾Ð´ÑÐ²ÐµÑÐ¶Ð´ÐµÐ½Ð¸Ñ ÑÑÑÐµÐºÑÐ¸Ð²Ð½Ð¾ÑÑÐ¸ Ð¿ÑÐ¸Ð½ÑÑÑÑ ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ñ ÑÐµÑÐµÐ½Ð¸Ð¹.
description: The object of the study is the driver of the vehicle. The subject is the signs of drowsiness of the vehicle driver. The aim of the work is to reduce the incidence of transport accidents caused by fatigue or reduced attention of drivers at the wheel. During the research work the following tasks were performed: 1) analyzing the existing active safety systems of the vehicle driver; 2) selecting the best method for detecting signs of driver fatigue or drowsiness; 3) development of the architecture of the driver condition monitoring system; 4) development and debugging of software components; 5) selection and training of the model on the required features; 6) implementation of driver condition monitoring system based on trained models; 7) conducting experimental studies to confirm the effectiveness of the adopted technical solutions.