VanRakshak serves as a powerful tool in the conservation and protection of forests by employing cutting-edge technologies to monitor, detect, and prevent threats to these vital ecosystems.

• Naman Bansal
• Prasann
• Manas Madan
• Tanish Saxena

The VanRakshak, or Forest Guardian, is a comprehensive model designed to ensure the absolute safety and protection of forests. Its multifaceted approach incorporates various technologies to monitor and safeguard the forest ecosystem. Here's a breakdown of its working:

• Aerial Monitoring for Deforestation:

  • VanRakshak employs aerial monitoring systems, such as satellite imagery or drones, to observe and analyze the forest cover.
  • Through advanced image processing algorithms i.e. an ensemble of unet++,linkednet and linkednet implemented using mobilenetV2, it detects changes in forest density and identifies areas where deforestation is occurring.

• Deforestation Alert System:

  • The model is equipped with an alert system that triggers notifications when a significant decrease in forest cover is detected.
  • This real-time alert system allows authorities to respond promptly to potential threats and take necessary actions to prevent further damage.

• Audio Analysis for Illegal Activities:

  • VanRakshak processes audio recordings from the forest environment.
  • It uses sound analysis algorithms and mel spectrogram to differentiate between natural sounds, such as animal noises, and human-made sounds, such as the operation of tools like chainsaws.
  • If suspicious sounds indicative of illegal activities are detected, the system can generate alerts to notify authorities and facilitate timely intervention.

• Criminal Apprehension:

  • By identifying the specific audio signatures associated with illegal activities, VanRakshak aids in locating and apprehending individuals engaged in activities like illegal logging or poaching.
  • This capability enhances the effectiveness of law enforcement efforts in combating environmental crimes.

• Forest Fire Prediction:

  • The model includes a forest fire prediction system that utilizes CatBoost algorithm to identify areas at high risk of wildfires.
  • By analyzing various factors such as weather conditions, vegetation density, and historical fire data, VanRakshak can predict and highlight regions susceptible to forest fires before they occur.

• Comprehensive Forest Protection:

  • Through the integration of these technologies, VanRakshak provides a holistic approach to forest protection.
  • It not only addresses deforestation issues but also targets illegal activities that pose a threat to the ecosystem.
  • By predicting and preventing forest fires, the model contributes to the overall well-being and longevity of forests, which are essential for sustaining life on Earth.

In summary, VanRakshak serves as a powerful tool in the conservation and protection of forests by employing cutting-edge technologies to monitor, detect, and prevent threats to these vital ecosystems.