High Energy Efficiency Neural Network Processor with Combined Digital and Computing-in-Memory Architecture
Jinshan Yue
Gebundenes Buch

High Energy Efficiency Neural Network Processor with Combined Digital and Computing-in-Memory Architecture

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Neural network (NN) algorithms are driving the rapid development of modern artificial intelligence (AI). The energy-efficient NN processor has become an urgent requirement for the practical NN applications on widespread low-power AI devices. To address this challenge, this dissertation investigates pure-digital and digital computing-in-memory (digital-CIM) solutions and carries out four major studies.For pure-digital NN processors, this book analyses the insufficient data reuse in conventional architectures and proposes a kernel-optimized NN processor. This dissertation adopts a structural fre...