Are you

Accident Detection Based On IoT


Road accidents frequently result in damage, injuries, or fatalities and happen unexpectedly and without warning. Through the elimination of the time lag between the accident's incidence and the initial medical emergency, this research aims to lower the fatality rates following an accident. A machine learning-based intelligent system is used in this study to detect accidents and alert the police station and hospital. A vehicle's sensors, including its speed sensor, gravitational force sensor, sound sensor, and Nodemcu-ESP8266 with Global Positioning System, are embedded utilizing an Internet of Things system (GPS).

Artificial neural networks are used to interpret and analyze the data that the sensors have collected. When an accident occurs, the sensors are able to detect it and send the data to the Nodemcu-ESP8266, which then collects the data from the sensors and sends it to the data engine. The findings of the prototype experiment used 49 input data sensors; there were 35 incidents, of which 27 were correctly recognized while 8 were not; the experiment's detection rate as a percentage was 77.14%. Accidents may be anticipated, and hospitals and police stations could be contacted. The GPS provided the GPS coordinates to pinpoint the accident's location. Using sensors and machine learning, people can be assisted in receiving first aid quickly after an accident.

Related project idea for free


IoT-based Air Quality Monitoring System in Public Transport

Public transportation is primarily used by the vast majority of people in low- and middle-income countries for daily activities. Public buses, for instance, are the primary mode of transportation in Kigali (Rwanda), as they are more cost-effective than alternative options including private cars, mot...

Read more>>

Smart school bus monitoring and notification system using RFID, GPS and ESP8266 NodeMCU

While employing technology in the classroom and school administration is the idea behind smart education, there are other aspects of education that also need to be automated. One such aspect is comforting parents while sending their children to school. One major issue in the City of Kigali is the la...

Read more>>

Smart car Parking System in Kigali - Rwanda

This dissertation examines an IoT-based smart car parking system used in Rwanda. Rwanda is a nation that has to be intelligent in a variety of areas, including agriculture, health, and transportation, particularly in terms of parking. People are affected by a variety of parking issues, including tim...

Read more>>
IoT based toxic gas detection and level of landfill - Case study: NDUBA LANDFILL

IoT based toxic gas detection and level of landfill - Case study: NDUBA LANDFILL

As the world's population expands, so does the amount of waste. Most landfills release harmful pollutants into the air and into the homes of those who live nearby. Effective landfill management is necessary to protect both the environment and human health and wellbeing. The findings of the litera...

Read more>>

IoT based remote monitoring of water quality in tanks - Case of WASAC

Water is regarded as a basic requirement for humans in their daily lives. It is required in a variety of settings, including the home, the workplace, the manufacturing sector, the hospital, and others. The quality of the water needs to be closely monitored on a regular basis and effectively if one i...

Read more>>