A Noise-Driven Heterogeneous Stochastic Computing Multiplier for Heuristic Precision Improvement in Energy-Efficient DNNs

Author:

Wang Jihe1ORCID,Chen Hao1,Wang Danghui2,Mei Kuizhi3,Zhang Shengbing2ORCID,Fan Xiaoya2ORCID

Affiliation:

1. School of Computer Science and the Engineering Research Center of Embedded System Integration, Ministry of Education, Northwestern Polytechnical University, Xi’an, China

2. School of Computer Science and the National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology, Northwestern Polytechnical University, Xi’an, China

3. Institute of Artificial Intelligence and Robotics, Xi’an Jiaotong University, Xi’an, China

Funder

National Natural Science Foundation of China

Natural Science Basic Research Plan in Shaanxi Province of China

Open Fund of Integrated Aero-Space-Ground-Ocean Big Data Application Technology

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering,Computer Graphics and Computer-Aided Design,Software

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2. Sparse Bayesian Tensor Completion for Data Recovery in Intelligent IoT Systems;IEEE Internet of Things Journal;2024-08-01

3. Optimization analysis of distributed energy consumption based on dynamic data synchronization and intelligent control;International Journal of Adaptive Control and Signal Processing;2024-04-23

4. PseudoSC: A Binary Approximation to Stochastic Computing within Latent Operation-Space for Ultra-Lightweight on-Edge DNNs;2023 60th ACM/IEEE Design Automation Conference (DAC);2023-07-09

5. Hybrid Stochastic Number and Its Neural Network Computation;IEEE Transactions on Very Large Scale Integration (VLSI) Systems;2023

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