Trend of Emerging Non-Volatile Memory for AI Processor

被引:2
|
作者
Chang, Liang [1 ]
Li, Chenglong [1 ]
Zhao, Xin [1 ]
Zhu, Zixuan [1 ]
Tong, Yi [2 ]
Lin, Shuisheng [1 ]
Zhou, Jun [1 ]
机构
[1] Univ Elect Sci & Technol China, Chengdu 611731, Peoples R China
[2] Gusu Lab Mat, Suzhou 215000, Peoples R China
基金
国家重点研发计划;
关键词
AI processor; MRAM; RRAM; Computing-in Memory; Power efficiency; MACRO; READ;
D O I
10.1109/ISOCC53507.2021.9613905
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Processing unit and memory are key components for artificial intelligent (AI) processor, which are developed by the CMOS technology and static random access memory (SRAM), respectively. As technology scaling down to sub-30 nm, the leakage current has become a critical issue to AI processor. Recently, the emerging non-volatile memory is mature gradually, such as Magnetic RAM (MRAM) and Resistive RAM (RRAM), which can be used to develop AI processor to alternate both processing unit and memory. In this work, we provide a survey on the recent tape-out work on MRAM and RRAM. We discuss the trend of MRAM and RRAM as buffer/Cache, and computing in Memory architecture. Based on the recent developments, we predict both MRAM and RRAM can be a AI product soon.
引用
收藏
页码:223 / 224
页数:2
相关论文
共 50 条
  • [1] The trend of emerging non-volatile TCAM for parallel search and AI applications
    Zhou, Ke-Ji
    Mu, Chen
    Wen, Bo
    Zhang, Xu-Meng
    Wu, Guang-Jian
    Li, Can
    Jiang, Hao
    Xue, Xiao-Yong
    Tang, Shang
    Chen, Chi-Xiao
    Liu, Qi
    CHIP, 2022, 1 (02):
  • [2] Emerging Non-Volatile Memory Technologies Exploration Flow For Processor Architecture
    Senni, Sophiane
    Torres, Lionel
    Sassatelli, Gilles
    Gamatie, Abdoulaye
    Mussard, Bruno
    2015 IEEE COMPUTER SOCIETY ANNUAL SYMPOSIUM ON VLSI, 2015, : 460 - U909
  • [3] Emerging non-volatile memory technologies
    Müller, G
    Nagel, N
    Pinnowa, CU
    Röhr, T
    ESSCIRC 2003: PROCEEDINGS OF THE 29TH EUROPEAN SOLID-STATE CIRCUITS CONFERENCE, 2003, : 37 - 44
  • [4] Scalable Logging through Emerging Non-Volatile Memory
    Wang, Tianzheng
    Johnson, Ryan
    PROCEEDINGS OF THE VLDB ENDOWMENT, 2014, 7 (10): : 865 - 876
  • [5] Emerging Non-Volatile Memories for Computation-in-Memory
    Gao, Bin
    2020 25TH ASIA AND SOUTH PACIFIC DESIGN AUTOMATION CONFERENCE, ASP-DAC 2020, 2020, : 381 - 384
  • [6] Emerging Non-volatile Memory Technologies for Reconfigurable Architectures
    Ou, Elaine
    Leong, Philip
    2011 IEEE 54TH INTERNATIONAL MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS (MWSCAS), 2011,
  • [7] Progress of emerging non-volatile memory technologies in industry
    Hellenbrand, Markus
    Teck, Isabella
    MacManus-Driscoll, Judith L.
    MRS COMMUNICATIONS, 2024, 14 (06) : 1099 - 1112
  • [8] Test of Supply Noise for Emerging Non-Volatile Memory
    Khan, Mohammad Nasim Imtiaz
    Ghosh, Swaroop
    2018 IEEE INTERNATIONAL TEST CONFERENCE (ITC), 2018,
  • [9] In-memory AES Implementation for Emerging Non-volatile Main Memory
    Xie, Mimi
    Wu, Yawen
    Jia, Zhenge
    Hu, Jingtong
    2019 IEEE COMPUTER SOCIETY ANNUAL SYMPOSIUM ON VLSI (ISVLSI 2019), 2019, : 103 - 103
  • [10] Non-volatile memory
    Casagrande, Giulio
    Chung, Shine
    Digest of Technical Papers - IEEE International Solid-State Circuits Conference, 2008, 51