Accurate Livestock Inventory Management

In the agricultural sector, maintaining an accurate and up-to-date inventory of livestock is crucial for efficient farm operations and resource management. Artificial intelligence (AI) plays a pivotal role in revolutionizing livestock inventory management, offering benefits in terms of precision, real-time monitoring, and overall farm productivity.

INFORMATION
Use Case
Inventory Management
Industry
Agriculture
DETAILS
Challenge

Automation of livestock management and health monitoring : Manual livestock management and health monitoring can be labour-intensive and error-prone, leading to inefficiencies and potential losses in agricultural operations. The client required an innovative approach to streamline these processes and enhance the accuracy of livestock tracking and health assessment.

Our team explored the potential of machine learning (ML) and computer vision to develop an integrated platform capable of real-time, precise livestock monitoring. We focused on creating a system that would not only automate animal counts but also provide early detection of health issues through sophisticated visual data analysis.

Solution

Integrated platform for real-time livestock tracking and health assessment : The project kicked off with an in-depth analysis of the client's needs, examination of current methodologies, and gathering of precise requirements. The initial phase encompassed research, development of a prototype, and rigorous testing of concepts.

By constructing a neural network model capable of interpreting complex visual data, we provided a solution that could identify individual animals and assess their well-being through a range of indicators. Combining different data streams, our engineers tailored a platform that adapts to the unique challenges of livestock monitoring.

Employing advanced analytics and edge computing, we refined the platform to not only detect and count livestock with high accuracy but also to observe and predict health issues, thereby enabling preventative care.

Results

Enhanced operational efficiency and animal welfare through technology : Our solution revolutionised the client's livestock management by delivering a robust platform that ensures precise animal inventory and proactive health monitoring. The client has reaped substantial benefits from our solution:

  • Streamlined livestock management with automated real-time tracking
  • Early detection and intervention for animal health issues
  • Significant time savings and reduction in manual labour
  • Improved data accuracy for operational and financial decision-making

Techstacks Used

Technologies and Tools
ML: TensorFlow, PyTorch, scikit-learn CV: OpenCV, TensorFlow Object Detection API, YOLO Deep Learning: TensorFlow, PyTorch, Keras Infrastructure: AWS EC2, Google Kubernetes Engine, NVIDIA CUDA, Docker, Kubernetes Data Storage: Amazon RDS, Google Cloud Storage, MongoDB, Cassandra Data Ingestion: Edge Devices, UAVs/Drones, RESTful APIs Development: Python, C++, MATLAB, Git CI/CD: CircleCI, GitHub Actions Monitoring: Datadog, New Relic, Prometheus, ELK Stack Deployment: Flask, Docker, Kubernetes, AWS Lambda

Get Custom Solution, Estimates  &
Recommendations with Confidentiality!

Let’s spark the Idea

Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.