• English
  • Deutsch
  • Log In
    Password Login
    Research Outputs
    Fundings & Projects
    Researchers
    Institutes
    Statistics
Repository logo
Fraunhofer-Gesellschaft
  1. Home
  2. Fraunhofer-Gesellschaft
  3. Abschlussarbeit
  4. Developing a Mobile App Embedded with a Machine Learning Model to Control DJI Drones for fire Detection
 
  • Details
  • Full
Options
2024
Master Thesis
Title

Developing a Mobile App Embedded with a Machine Learning Model to Control DJI Drones for fire Detection

Other Title
Entwicklung einer Mobile-App mit einem eingebetteten maschinellen Lernmodell zur Steuerung von DJI-Drohnen zur Branddetektion
Abstract
As climate change accelerates, the risk of large-scale forest fires has escalated, particularly in regions with extensive forest coverage. Traditional monitoring systems often face delays in detecting wildfires, limiting the effectiveness of preventive measures. This paper presents an AI-driven wildfire detection system integrated with DJI drones, aiming to enhance real-time fire detection and response. By leveraging a lightweight neural network model, optimized for mobile devices, the system can quickly identify wildfires and alerting users with precise location data. The proposed solution offers a practical and scalable tool for improving forest management, enabling more timely and accurate detection of fire outbreaks. The integration of AI and drone technology is positioned to fill critical gaps in existing monitoring systems, with promising applications in proactive disaster prevention and environmental protection.
Thesis Note
Darmstadt, TU, Master Thesis, 2024
Author(s)
Mingshen, Zhang
Advisor(s)
Rüppel, Uwe
TU Darmstadt  
Kuijper, Arjan  orcid-logo
Fraunhofer-Institut für Graphische Datenverarbeitung IGD  
Wala, Jens
TU Darmstadt  
Language
English
Fraunhofer-Institut für Graphische Datenverarbeitung IGD  
Keyword(s)
  • Branche: Information Technology

  • Research Line: Machine learning (ML)

  • LTA: Machine intelligence, algorithms, and data structures (incl. semantics)

  • Mobile applications

  • Image analysis

  • Object detection

  • Cookie settings
  • Imprint
  • Privacy policy
  • Api
  • Contact
© 2024