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PhaseMAC (PMAC), a phase domain Gated-Ring-Oscillator (GRO) based 8bit MACcircuit, is proposed to minimize both area and power consumption of deeplearning accelerators. PMAC composes of only digital cells and consumessignificantly smaller power than standard digital designs, owing to itsefficient analog accumulation nature. It occupies 26.6 times smaller area thanconventional analog designs, which is competitive to digital MAC circuits. PMACachieves a peak efficiency of 14 TOPS/W, which is best reported and 48% higherthan conventional arts. Results in anomaly detection tasks are demonstrated,which is the hottest application in the industrial IoT scene.

PhaseMAC: A 14 TOPS/W 8bit GRO based Phase Domain MAC Circuit for In-Sensor-Computed Deep Learning Accelerators