Challenge |
Description |
Proposed solutions |
Interoperability |
Difficulty in seamless integration of diverse medical devices and systems |
Development and enforcement of universal standards for device communication and data formats |
Scalability |
Need to handle growing data volumes and device connectivity without performance degradation |
Enhance local processing power and develop scalable network architectures |
Security |
High risk of data breaches and unauthorized access due to decentralized data processing |
Implement advanced encryption, use blockchain technology for secure data transactions, and continuous security monitoring |
Technical limitations |
Limitations in local computational power, especially in remote or resource-limited healthcare settings |
Deploy AI and ML to optimize data processing efficiency and manage computational loads |
Maintenance |
Managing and updating numerous decentralized nodes can be complex and resource-intensive |
Utilize sophisticated management tools and skilled personnel, automate updates and maintenance routines |