isac-oran-dapp

Cloud-Native 5G Integrated Sensing and Communications (ISAC) ML inference application operating on open radio telemetry and channel estimates.

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Technical Capabilities

• Digital Signal Processing: 2D Range-Doppler FFT and Angle of Arrival (AoA) estimation from FAPI UL Indications.
• Tracking & Pose Transformation: Kalman multi-target tracking across Cartesian and spherical coordinate frames.
• Hardware-Accelerated Inference: Quantized INT8 target classifier accelerated via Intel Xeon 6 Advanced Matrix Extensions (AMX).
• MLOps Pipeline: Training and evaluation workflows orchestrated inside Red Hat OpenShift AI (RHOAI) connected to MLflow tracking servers.
• Observability: Native Prometheus /metrics exporter and clean enterprise telemetry web console.