img

Crowd Density Monitoring using Drones

Objective

To develop a drone-based system for monitoring crowd density in public events, concerts, rallies, or urban spaces. The platform uses drones with cameras and AI-powered analytics to assess crowd size, distribution, and movement in real-time, helping authorities and event organizers manage safety and logistics.


Key Features

Feature Description
Drone Integration Connect drones equipped with cameras or LiDAR sensors for aerial monitoring.
Real-Time Crowd Detection AI-based computer vision analyzes live drone footage to detect and estimate crowd density.
Heatmaps & Visualization Visual representation of crowd distribution using heatmaps or density graphs.
Alerts & Notifications Notify organizers or authorities if crowd density exceeds thresholds.
Historical Data Storage Record crowd density over time for reporting and analysis.
Admin Dashboard Monitor live feeds, control drone operations, and generate reports.
Safety & Compliance Integrate geofencing and no-fly zone alerts for drone operations.
Analytics & Reporting Track peak crowd times, average density, and movement patterns.
Integration with Event Management Optional integration with ticketing or entry systems to correlate attendance data.

Technology Stack

Frontend (User & Admin): React.js / Angular / Vue.js, Tailwind CSS / Bootstrap

Backend: Node.js (Express) / Python Django / Spring Boot, REST APIs

AI/ML Layer:

  • Computer Vision models (YOLOv5 / OpenCV / TensorFlow) for crowd detection and counting

  • Data processing pipelines for real-time analytics

Database: PostgreSQL / MySQL (event data, user accounts), MongoDB (crowd analytics, heatmaps)

Drone Control & Streaming: DJI SDK / MAVLink / ROS (Robot Operating System)

Cloud & Hosting: AWS / Azure / GCP for storage, analytics, and dashboard hosting


Workflow

  1. Drone Deployment → Drones equipped with cameras are deployed over the event or monitored area.

  2. Live Video Capture → Drone streams real-time footage to the backend server.

  3. AI Crowd Analysis → Computer vision models process the video to detect people and estimate density.

  4. Heatmap Generation → Visual representation of crowd concentration and movement patterns.

  5. Alerts & Notifications → System triggers notifications if density exceeds safety thresholds.

  6. Historical Data Logging → Save density data for post-event analysis and reporting.

  7. Admin Dashboard → Authorities or organizers monitor live feeds, analytics, and generate reports.


User Roles

  • Event Organizer / Authority → Monitor live crowd density, receive alerts, manage drone deployment.

  • Admin → Oversee platform, control drone integration, manage AI models, and ensure compliance.


Security Features

  • Role-based access control (RBAC)

  • Encrypted live video streams and stored analytics data

  • Secure authentication using JWT / OAuth 2.0

  • Geofencing and compliance with drone regulations

  • GDPR-compliant handling of personal data in video feeds


Analytics

  • Real-time crowd density metrics and alerts

  • Peak density times and crowd movement patterns

  • Historical crowd density analysis for future planning

  • Heatmaps for spatial distribution of people

  • Event safety compliance and risk assessment reports


What You Get

  • Real-time drone-based crowd monitoring platform

  • AI-powered crowd detection and density estimation

  • Heatmaps and alerts for crowd management

  • Admin dashboard for monitoring, reporting, and analytics

  • Historical data storage for post-event analysis


Why Choose This Project?

  • Enhances safety and crowd management for public events

  • Demonstrates integration of drones, AI, and real-time analytics

  • Scalable for multiple events, locations, and drone networks

  • Provides actionable insights for organizers, security, and urban planning

  • Combines emerging technologies for a practical real-world application

This Course Fee:

₹ 2799 /-

Project includes:
  • Customization Icon Customization Fully
  • Security Icon Security High
  • Speed Icon Performance Fast
  • Updates Icon Future Updates Free
  • Users Icon Total Buyers 500+
  • Support Icon Support Lifetime
Secure Payment:
img
Share this course: