System Architecture
AI Traffic Control API
Overview
The AI Traffic Control API is a distributed, microservices-based system designed to provide real-time traffic signal control recommendations using trained Reinforcement Learning (RL) models.
- High-Level System Architecture
- Request-Response Flow
- System Components
- Data Flow Through System
- Deployment Architecture
- Detailed Internal Flow - Action Prediction
- Error Handling Flow
- Inter-Service Communication Protocol
- Model Loading & Caching Strategy
- Complete End-to-End Workflow
- Architecture Decision Rationale
- Performance Characteristics
- Scalability Considerations
- Security Architecture
- Monitoring & Observability Points
- Deployment Patterns