Table 2.
Comprehensive Breakdown of Digital Phenotyping Platform Components for Enhanced Broiler Health Monitoring: Insights, Benefits, and Solutions.
| Component | Description | Benefits | Challenges | Potential Solutions |
|---|---|---|---|---|
| Computational Pipelines | High-throughput pipelines analyze sensor and camera data to quantify broiler phenotypes. | Decodes complex data sets for informed decision making. | Requires shared expertise for design. | Collaborative design process considering industry’s priority measurement needs. |
| Modular Design Principles | The pipeline creation process is formulaic and modular for efficiency and standardization. | Swift and effective creation of new pipelines for broader adoption. | - | Deployment of existing tools on research cyberinfrastructure. |
| Machine Learning Integration | Machine learning techniques analyze complex data sets and draw insights. | Automates and enhances accuracy of phenotype analysis. | - | Use of supervised and unsupervised learning algorithms. |
| Research Cyberinfrastructure Integration | Leverages cloud computing resources, distributed computing frameworks, and data storage solutions. | Facilitates scalability and accessibility, reducing computational time. | - | Utilization of cloud computing resources and distributed computing frameworks. |
| Real-time Health Monitoring | The platform allows for real-time monitoring of broiler health. | Boosts productivity and contributes towards improved animal welfare. | Requires reliable and continuous data collection. | Use of reliable sensor technology and advanced camera systems. |
| Data-Driven Decision Making | The platform aids in optimizing management strategies. | Enhances overall broiler performance and monitors environmental impacts. | Farmers may need training to understand and use the data. | Provide training and support to farmers. |
| Animal Welfare Improvement | The platform enables early detection of health disorders and optimizing management strategies. | Leads to increased productivity and meets demand for ethically sourced products. | Balancing improved welfare with cost-effective production. | Optimization of management strategies and productivity improvement. |
| Enhanced Productivity | The platform enables the selection of healthier and more productive broiler lines. | Leads to improved genetic traits and overall flock performance. | Requires reliable and accurate phenotype analysis. | Use of efficient computational pipelines and machine learning techniques. |