Predict congestion, detect malicious nodes, manage battery, classify interference, allocate spectrum, and denoise voice in real time — all locally on the NPU.
Congestion prediction
Short-horizon LSTM warns the router before queues overflow.
Anomaly detection
Autoencoder flags Sybil and eclipse-attack patterns.
Power management
RL policy schedules radios to meet QoS at minimum joules.
Spectrum classifier
CNN identifies interference type and selects a clean channel.
Voice DSP
Neural denoiser + packet-loss concealment on the same NPU.