Smartphone original equipment manufacturers are embedding neural processing units capable of running 7-billion-parameter models natively. However, sustained execution introduces severe thermal constraints that degrade long-term performance.
Thermal Dissipation and Power Envelope
Peak NPU power consumption exceeds 6 watts during active inference, forcing aggressive dynamic voltage and frequency scaling after 90 seconds of continuous operation. Component suppliers are responding by redesigning vapor chamber cooling structures.