Real-Time Bus Crowding Monitoring System

Deion Dsouza

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Fullstack Engineer

Software Engineer

Next.js

Supabase

Tailwind CSS

Software

Real-Time Bus Crowding Monitoring System

Overcrowded buses are a common sight in Mangalore, often leading to safety hazards and even fatal accidents. To address this, we developed a real-time crowd density monitoring system that estimates the number of passengers on a bus by analyzing Bluetooth signals from their devices.
How It Works
Bluetooth Signal Detection: Devices like smartphones and wireless headphones continuously emit Bluetooth signals.
Data Collection: A Raspberry Pi 3, equipped with the Bleak library, captures these signals.
Processing & Analysis: The data, including timestamps and headcounts, is processed using Flask and stored in Supabase (PostgreSQL).
Real-Time Monitoring: Our Next.js frontend visualizes the crowd density, enabling better decision-making for transport authorities.
Tech Stack
Next.js: Interactive web application for real-time data visualization.
Supabase (PostgreSQL): Cloud-based database for efficient data storage and retrieval.
Flask: API development and data processing.
Raspberry Pi 3 + Bleak: Capturing Bluetooth signals for headcount estimation.
Key Impact
Prevents Overcrowding: Helps authorities take proactive measures.
Enhances Safety: Reduces the risk of accidents caused by overfilled buses.
Seamless Integration: Works with existing transportation infrastructure.
This project demonstrates my ability to integrate hardware, backend, and frontend technologies to solve real-world problems efficiently.
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Posted Mar 7, 2025

Real-time bus crowd monitoring using Bluetooth signals to prevent overcrowding, enhance safety, and integrate seamlessly with transport systems.

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Fullstack Engineer

Software Engineer

Next.js

Supabase

Tailwind CSS

Software

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