Adil Khan 11 months ago
AdiKhanOfficial #FYP Ideas

Drowsiness Detection Followed by Lane Detection and Emergency Parking

Vehicle accidents are rapidly increasing in many countries. One of the most demanding technologies for the active prevention of fatal road accidents are drowsiness monitoring systems, since drowsiness and fatigue are one of the leading causes of severe accidents on motorways and highways. According

Project Title

Drowsiness Detection Followed by Lane Detection and Emergency Parking

Project Area of Specialization

Artificial Intelligence

Project Summary

Vehicle accidents are rapidly increasing in many countries. One of the most demanding technologies for the active prevention of fatal road accidents are drowsiness monitoring systems, since drowsiness and fatigue are one of the leading causes of severe accidents on motorways and highways. According to surveys, about 3,200 human lives are lost in road accidents across the world every day. The leading cause of these accidents is driver’s fatigue and drowsiness. According to a survey by Zonked, fatigue related accidents have been increased by almost 34.8% in Pakistan. This problem needs to be considered seriously and dealt with. The aim of this project is to decrease the amount of fatigue related incidents. To achieve that purpose, drowsiness of a driver is to be detected using the brain signals extracted by an EEG headset. Drowsiness Detection will be followed by lane detection to get the car in emergency lane. A prototype toy car will be used for the demonstration purpose that will follow and depart the lane as soon as drowsiness is detected with the help of Computer Vision.

Project Objectives

The aim of this project is:

•To develop a system that is able to detect drowsiness based on BCI.

•Lane detection to get the toy car parked in emergency lane.

Project Implementation Method

•After receiving the drowsiness signals from the EEG headset via wireless communication, the car would park along the emergency lane using lane detection.

•The system would be based on computer vision.

Benefits of the Project

Driver’s Drowsiness has continued to play a major role in the contribution of road accidents. A few systems available in the market lack robustness and their accuracy is a major area to work on.The success of this project will help in a major decrease of road accidents hence saving people’s lives. Road safety is an important benefit of this project. Lives of pedestrians and driver both are at minimum risk.

Technical Details of Final Deliverable

EEG Headset
  • 14-Channel
  • 2 References (CMS/DRL)
  • Sensor Material: Saline soaked felt pads
  • Connectivity: Wireless (Bluetooth)
  • EEG Signal Sampling Rate: 2048 internal down sampled to 128 SPS or 256 SPS
  • Resolution: 14 Bits
Toy Car
  • Dimensions: 2x1 ft approx.
  • Weight: 4 kg approx.
   

EEG Headset

Toy Car

 

Final Deliverable of the Project

HW/SW integrated system

Type of Industry

Others

Technologies

Artificial Intelligence(AI), NeuroTech

Sustainable Development Goals

Industry, Innovation and Infrastructure

Required Resources

Elapsed time in (days or weeks or month or quarter) since start of the project Milestone Deliverable
Month 1Literature Review (Brain Computer Interfacing)Past Researches
Month 2Mathematical Modelling Mathematical Model
Month 3Data AquisitionRaw Data
Month 4Drowsiness Detection using ClassifiersDrowsiness Signal
Month 5Literature Review (Computer Vision)Past Researches
Month 6Image ProcessingLane Detection
Month 7Parking ImplementationLane Departure
Month 8System IntegrationComplete System
Month 9Testing and ValidationValidation
Month 10Report WritingReport
Month 11Presentation DocumentationPresentation Slides
Month 12Research Paper WritingResearch Paper
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