Technology Stack
Network Technologies
- 5G Core: Open5GS, Free5GC with full end-to-end network slicing
- Open RAN: O-RAN architecture with Near-RT and Non-RT RICs
- Network Slicing: uRLLC (ultra-reliable low-latency) for telehealth, eMBB (enhanced mobile broadband) for XR
- Open Gateway: GSMA CAMARA Project APIs via NEF integration for direct 5G core access
- Intelligent Control: xApps and rApps on RICs for real-time resource optimization
- Analytics: NWDAF (Network Data Analytics Function) for predictive optimization
- MLOps: MLflow/KubeFlow infrastructure for ML lifecycle automation
Application Technologies
- N3IWF: Non-3GPP interconnection for medical devices (BLE, Wi-Fi) into 5G core
- Medical Devices: Portable cardiac ultrasound, pulse oximeter, Polar H10 ECG belt
- Dashboards: React Native/ReactJS/NodeJS for real-time patient information visualization
- XR Platform: Meta Glasses API, Unity, WebRTC/LiveKit streaming pipelines
- Security: STRIDE, LINDDUN, DREAD threat modeling frameworks
Scientific Differentiators
- NWDAF predictive analytics for dynamic resource optimization using near-real-time traffic and application behavior data
- N3IWF cross-network connectivity for secure interconnection of medical devices on untrusted networks with the 5G infrastructure
- Open Gateway / NEF API integration exposing network capabilities via standardized open APIs for programmable health applications
- Distributed intelligence via RICs with adaptive slicing integrating Non-RT and Near-RT controllers with dedicated rApps and xApps
- Multi-institution distributed testbed connecting UNISINOS, UFRGS, PUCRS, and UFCSPA via Metropoa metropolitan network