energy-efficient edge computing

A Time-Domain CNN Engine With Adaptive-Precision Computing and Threshold-Controllable Prediction for Edge Computing

A Time-Domain CNN Engine With Adaptive-Precision Computing and Threshold-Controllable Prediction for Edge Computing 150 150

Abstract:

With the growing demand for energy-efficient convolutional neural network (CNN) accelerators in edge intelligence, conventional digital CNN processors with fixed precision incur excessive switching energy and limited scalability. This work presents a time-domain CNN (TD-CNN) engine that achieves adaptive precision and computation reduction for ultralow-power operation. The main features include: 1) …

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