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Home Projects Embedded YOLO-ULNet: Ultra-Lightweight Network for Real-Time Detection of Forest Fire on Embedded Sensing Devices
Tree-Based Personalized Clustered Federated Learning A Driver Stress Monitoring Through Physiological Data Case Study
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Wearable IoT Life Jacket: Utilizing LoRa Technology to Combat Hypothermia
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YOLO-ULNet: Ultra-Lightweight Network for Real-Time Detection of Forest Fire on Embedded Sensing Devices

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Aim:

           The aim of the project is to design and develop a deep learning method based fire detection with alert and suppression system.

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Categories: Embedded, Python Interface Tags: Embedded Projects, ESP8266, Python
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Description

Aim:

           The aim of the project is to design and develop a deep learning method based fire detection with alert and suppression system.

Introduction:

          In today’s world, ensuring fire safety has become essential, whether at home, in offices, or in industrial spaces. This project brings together innovative technology to create a smart fire detection and response system that takes immediate action to protect lives and property. By combining computer vision on a PC with the control power of an ESP32 microcontroller, this system detects flames instantly and activates safety devices to respond on the spot.

         Here’s how it works: a camera connected to a PC continuously scans for any sign of fire. When it detects a flame, it sends a signal to the ESP32, which then triggers relays to activate devices like water pumps, fans, or other emergency tools that can help control the situation. Meanwhile, the ESP32 also sends real-time updates to the cloud, enabling users to receive alerts on their devices from anywhere.

         This system isn’t just about fast response—it’s about smart, automated safety that can be scaled to protect different types of spaces. With its seamless blend of detection, automated action, and cloud connectivity, this project takes fire safety to a new level, empowering users with both local and remote control to stay one step ahead of potential dangers.

Proposed system:

       The proposed system is a smart, automated fire detection and response solution that leverages computer vision, microcontroller control, and cloud connectivity to provide a comprehensive safety approach. Unlike traditional systems that rely solely on smoke or heat sensors, this system uses a Python-based program on a PC to visually detect flames in real-time. By utilizing a camera, the system continuously monitors the environment, instantly identifying visible signs of fire.

          When a flame is detected, the PC sends a signal to an ESP32 microcontroller, which serves as the system’s central control hub. The ESP32, upon receiving the alert, activates various relays connected to emergency response devices like fans, water pumps, or AC-powered equipment. These devices are strategically deployed to either suppress the fire directly or control its spread, buying valuable time before emergency personnel arrive.

        In addition to local automated actions, the ESP32 updates status information to the cloud, allowing for remote monitoring and immediate alerts to designated users. This cloud connectivity provides real-time visibility of fire incidents, empowering users to take further action if necessary. This system offers an adaptable, cost-effective, and efficient fire safety solution that integrates rapid detection, automated response, and remote monitoring, making it ideal for a wide range of applications

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