Yolo- Early Fire or Smoke Detection Using Deep Learning Yolo

Project Code :TEMBMA3740

Objective

To build a YOLO-based model for fast and accurate early detection of fire and smoke. The aim is to enable real-time alerts for improved safety and disaster prevention.

Abstract

This project presents a YOLO-based early fire and smoke detection system using Raspberry Pi, a web camera, fire sensor, relay module, water pump, and buzzer. The system uses deep learning (YOLO) to detect fire and smoke in real time through camera input, while the fire sensor provides additional confirmation. When fire or smoke is detected, the relay activates the water pump for suppression and the buzzer generates an alert. The system offers a low-cost and intelligent fire safety solution for early detection and rapid response in homes and industries.

Keywords: Raspberry Pi, YOLO, Fire Detection, Smoke Detection, Deep Learning, Fire Safety.

NOTE: Without the concern of our team, please don't submit to the college. This Abstract varies based on student requirements.

Block Diagram

Specifications

Hardware components:

  • Raspberry pi
  • LCD
  • USB web camera
  • Fire sensor
  • Smoke Sensor
  • Relay
  • Dc Water Pump
  • Buzzer

Software requirements:

  • Raspbian OS
  • Python IDLE

Learning Outcomes

  • Raspberry pi pin diagram and architecture
  • How to install Raspberrypi / setup software
  • Setting up and installation procedure for Raspberrypi
  • Introduction to Raspberrypi environment / development setup
  • Basic programming in Raspberrypi (Python)
  • Basics of Embedded programming using Raspberrypi
  • Basics of IoT platforms
  • Working of power supply
  • About Project Development Life Cycle:
    • Planning and Requirement Gathering (software, tools, hardware components, etc.)
    • Schematic preparation
    • Code development and debugging
    • Hardware development and debugging
    • Development of the project and output testing
  • Practical exposure to:
    • Hardware and software tools
    • Solution providing for real-time problems
    • Working with team/individual
    • Work on creative ideas
  • Skills developed:
    • Project development skills
    • Problem analyzing skills
    • Problem solving skills
    • Creativity and imaginative skills
    • Programming skills
    • Deployment
    • Testing skills
    • Debugging skills
    • Project presentation skills
    • Thesis writing skills


Demo Video

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