A good next step would be to focus on the feedback system since this component will complete the loop by enabling real-time responses based on the processed data. Specifically, we can build the following elements for the feedback system:
Feedback Mechanism:
Set up functions that send commands to IoT devices (like traffic lights or connected vehicles) based on data outputs.
Implement automated feedback triggers that respond to specific conditions (e.g., congestion detection triggers traffic signal changes).
API Endpoints for Control Commands:
Build API endpoints to handle control commands that other systems (like a traffic management center) could use to interact with traffic devices.
These APIs would allow external applications or administrators to send specific commands or override automated actions when needed.
Integration with Data Processing:
Link the processing output to the feedback system. For example, when certain thresholds or conditions are met in the data processing layer (like vehicle density crossing a limit), the feedback system will automatically trigger actions.
Testing:
Use unit tests and mock functions to simulate feedback responses in a controlled environment, ensuring that commands are sent correctly and in a timely manner.
A good next step would be to focus on the feedback system since this component will complete the loop by enabling real-time responses based on the processed data. Specifically, we can build the following elements for the feedback system:
Feedback Mechanism:
API Endpoints for Control Commands:
Integration with Data Processing:
Testing: