RNPE: An MSDF and Redundant Number System-Based DNN Accelerator Engine

• Published in: IEEE access Vol. 12; pp. 96552 - 96564
• Main Authors: Moghaddasi, Iraj, Jaberipur, Ghassem, Javaheri, Danial, Nam, Byeong-Gyu
• Format: Journal Article
• Language: English
• Published: IEEE 2024
• Subjects: Arithmetic; Artificial neural networks; Computational efficiency; Computer architecture; DNN accelerator; Engines; MSDF; pruning; real-time; Real-time systems; redundant number system; serial inference; Streams; Time factors

Deep neural network (DNN) is becoming pervasive in today's applications with intelligent autonomy. Nonetheless, the ever-increasing complexity of modern DNN models caused several challenges on edge devices, struggling to support the intensive computing demands. Although several hardware acceler...