Project Description
CrockTrack: Enhancing Public Safety in the Northern Territory
Introduction
The Northern Territory (NT) is home to a significant population of saltwater crocodiles, which pose a danger to residents and tourists. The goal of this project is to leverage technology and data to develop a comprehensive solution that enhances public safety and minimizes the risk of crocodile encounters. Our approach incorporates crowdsourced data, AI-powered detection systems, GPS tracking, and innovative safety measures to create a robust and effective crocodile management platform.
Problem Statement
Crocodile encounters in the NT have been a growing concern due to the increasing population of saltwater crocodiles. Current monitoring efforts, though valuable, are limited in their ability to provide real-time, actionable data to the public. The challenge is to design a platform that leverages available data and technology to enhance public safety by providing timely information and reducing the risk of crocodile encounters.
Proposed Solution
Our solution is a multi-faceted platform that integrates various technologies to detect, monitor, and prevent crocodile encounters. The key components of the solution include:
- Camera and TensorFlow Integration
Overview: High-risk zones will be equipped with cameras that utilize TensorFlow, an AI-powered machine learning framework, for real-time crocodile detection. These cameras will be strategically placed in areas where crocodile activity is most likely.
Functionality: TensorFlow will analyze the camera feeds to identify crocodile movements, differentiating them from other animals or objects. Once a crocodile is detected, the system will trigger an alert.
Implementation: Cameras will be low-power, high-resolution, and capable of functioning in various lighting conditions, including at night.
2. GPS and Auto-Notification System
Overview: A GPS-based tracking system will be integrated to locate individuals within a 200-meter radius of a detected crocodile.
Functionality: When a crocodile is detected, the system will automatically send notifications via the mobile app or SMS to alert people in the vicinity. This ensures timely warnings to prevent close encounters.
Considerations: To address areas with weak cellular connectivity, satellite-based GPS solutions will be explored to maintain the effectiveness of the notification system.
3. Crowdsourcing for Data Collection
Overview: The mobile app will feature crowdsourcing capabilities, allowing users to report real-time crocodile sightings, including location tags, photos, and descriptions.
Functionality: User-reported sightings will be verified and integrated into the platform’s database, enriching the overall data set.
Incentives: A reward system will be introduced to encourage accurate and timely reporting from the public.
4. Radar and Sonar Detection
Overview: Radar and sonar systems will be deployed in water bodies and along coastlines to detect crocodiles underwater.
Functionality: These systems will complement the camera feeds, providing additional data on crocodile movements in areas where visibility is limited.
Integration: Data from radar and sonar systems will be combined with AI algorithms to predict crocodile movements and issue alerts.
5. Mobile App as a Central Hub
Overview: A user-friendly mobile app will serve as the central hub for all crocodile-related information and alerts.
Functionality: The app will provide real-time updates, safety tips, and an interactive map showing crocodile hotspots. It will also feature an emergency contact option for reporting sights or seeking help.
Accessibility: The app will be available on multiple platforms, ensuring accessibility for a wide range of users.
6. Artificial Barriers in High-Crowd Areas
Overview: In areas with high foot traffic, eco-friendly artificial barriers will be constructed to prevent crocodile entry.
Functionality: These barriers will be equipped with sensors to detect if a crocodile attempts to breach them, triggering immediate alerts.
Design: The barriers will be designed to blend with the natural environment while ensuring durability and effectiveness.
7. Public Awareness and Education
Overview: A comprehensive public awareness campaign will be launched to educate residents and tourists about crocodile safety.
Functionality: This will include informational signage in high-risk areas, social media outreach, and educational content within the mobile app.
Objective: The goal is to ensure that everyone is informed about how to stay safe and what to do in the event of a crocodile encounter.