Roadmap & Updates

BETA 2.0 Release: 2025

AI Integration & Real-Time Data Mining

Migration to a microservices architecture (Unity, Node.js, Python) to enable advanced analytics and machine learning pipelines.

• Weather Replay: Integration of historical INMET data to drive visual simulation effects (rain, skybox) based on real timelines.
• Traffic Anomaly Detection: Implementation of Local Outlier Factor (LOF) algorithms to detect contextual traffic incidents (e.g., congestion during peak hours).
• Air Quality Prediction: Random Forest Classifier optimized with SMOTE (Synthetic Minority Over-sampling Technique) to predict air quality alerts with high accuracy (83%).
• Incident Visualization: Automatic instantiation of 3D incident prefabs (e.g., broken down vehicles) when ML pipelines detect outliers.

BETA 1.0 Release: 2024

Foundation: Virtual Sensors & IoT Pipeline

Establishment of the core Unity 3D environment and the high-performance data ingestion system.

• Unity 3D Simulation: Creation of the urban environment with integrated physics and vehicle logic.
• Virtual Sensors: Deployment of Smart Traffic Lights (state cycling) and Vehicle Counters (flow count & average passage time).
• NoSQL Persistence: Implementation of a MongoDB backend to handle high-frequency sensor event streams.
• Contextual Data: Initial connection with WorldTimeAPI and OpenWeatherMap for global synchronization.