Journal of Semiconductors, Volume. 45, Issue 1, 012301(2024)

Optimized operation scheme of flash-memory-based neural network online training with ultra-high endurance

Yang Feng1, Zhaohui Sun1, Yueran Qi1, Xuepeng Zhan1, Junyu Zhang2, Jing Liu3, Masaharu Kobayashi4, Jixuan Wu1、*, and Jiezhi Chen1、**
Author Affiliations
  • 1School of Information Science and Engineering (ISE), Shandong University, Qingdao 266200, China
  • 2Neumem Co., Ltd, Hefei 230093, China
  • 3Key Laboratory of Microelectronic Devices and Integrated Technology, Institute of Microelectronics of Chinese Academy of Sciences, Beijing 100084, China
  • 4Institute of Industrial Science, The University of Tokyo, Tokyo, Japan
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    References(16)

    [2] W S Khwa, K Akarvardar, Y S Chen et al. MLC PCM techniques to improve nerual network inference retention time by 105X and reduce accuracy degradation by 10.8X. Proc IEEE Symp VLSI Technol, 1(2020).

    [3] W Y Zhang, S C Wang, Y Li et al. Few-shot graph learning with robust and energy-efficient memory-augmented graph neural network (MAGNN) based on homogeneous computing-in-memory. 2022 IEEE Symposium on VLSI Technology and Circuits (VLSI Technology and Circuits), 224(2022).

    [8] T Ravsher, D Garbin, A Fantini et al. Enhanced performance and low-power capability of SiGeAsSe-GeSbTe 1S1R phase-change memory operated in bipolar mode. 2022 IEEE Symposium on VLSI Technology and Circuits (VLSI Technology and Circuits), 312(2022).

    [13] W Choi, M Kwak, S Heo et al. Hardware neural network using hybrid synapses via transfer learning: WO x nano-resistors and TiO x RRAM synapse for energy-efficient edge-AI sensor. 2021 IEEE International Electron Devices Meeting (IEDM), 23.1. 1(2021).

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    Yang Feng, Zhaohui Sun, Yueran Qi, Xuepeng Zhan, Junyu Zhang, Jing Liu, Masaharu Kobayashi, Jixuan Wu, Jiezhi Chen. Optimized operation scheme of flash-memory-based neural network online training with ultra-high endurance[J]. Journal of Semiconductors, 2024, 45(1): 012301

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    Paper Information

    Category: Articles

    Received: Jul. 14, 2023

    Accepted: --

    Published Online: Mar. 13, 2024

    The Author Email: Jixuan Wu (JXWu), Jiezhi Chen (JZChen)

    DOI:10.1088/1674-4926/45/1/012301

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