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SmartHerd management: A microservices-based fog computing-assisted IoT platform towards data-driven smart dairy
Mohit Taneja1,2, Nikita Jalodia1,2, John Byabazaire1,2
1Emerging Networks Laboratory, Telecommunications Software and Systems Group, Department of Computing and Mathematics, School of Science and Computing Waterford Institute of Technology Waterford Ireland.
SmartHerd, an Internet of Things (IoT) platform using fog computing, enhances dairy farming by analyzing cow behavior and health. This system significantly reduces data transfer to the cloud, improving efficiency and animal welfare.
Area of Science:
- Agricultural Technology
- Computer Science
- Data Science
Background:
- The dairy industry can leverage Internet of Things (IoT), fog computing, cloud computing, and data-driven techniques to boost productivity through actionable insights.
- Improving farming practices, efficiency, and yield are key goals for modern dairy operations.
Purpose of the Study:
- To present SmartHerd, a fog computing-assisted IoT platform for real-time animal behavior analysis and health monitoring in dairy farms.
- To address challenges of constrained internet connectivity in remote farm locations using a microservices-oriented design.
Main Methods:
- Implementation of an end-to-end IoT platform utilizing fog computing principles.
- Deployment in a 6-month real-world dairy farm setting with wearable sensors on cows.
- Data classification and analysis performed on a fog-based platform for decision-making.
Main Results:
- SmartHerd provides actionable insights to farmers for improved animal welfare.
- An 84% reduction in data transferred to the cloud was achieved compared to traditional cloud-based approaches.
- The microservices-oriented design supports distributed computing and overcomes connectivity issues.
Conclusions:
- Fog computing-assisted IoT platforms like SmartHerd are effective for dairy farming, enhancing monitoring and reducing data transmission.
- The platform demonstrates significant improvements in data management and provides valuable insights for farm management and animal well-being.
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