ReHarvest: An ADC Resource-Harvesting Crossbar Architecture for ReRAM-Based DNN Accelerators

被引:1
|
作者
Xu, Jiahong [1 ]
Li, Haikun [1 ]
Duan, Zhuohui [1 ]
Liao, Xiaofei [1 ]
Jin, Hai [1 ]
Yang, Xiaokang [1 ]
Li, Huize [1 ]
Liu, Cong [1 ]
Mao, Fubing [1 ]
Zhang, Yu [1 ]
机构
[1] Huazhong Univ Sci & Technol, Serv Comp Technol & Syst Lab, Natl Engn Res Ctr Big Data Technol & Syst, Sch Comp Sci & Technol,Cluster & Grid Comp Lab, Wuhan, Peoples R China
基金
中国国家自然科学基金;
关键词
DESIGN;
D O I
10.1145/3659208
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
引用
收藏
页数:26
相关论文
共 50 条
  • [31] Optimizing Motion Estimation with an ReRAM-Based PIM Architecture
    Liu, Bing
    Shen, Zhaoyan
    Jia, Zhiping
    Cai, Xiaojun
    WIRELESS ALGORITHMS, SYSTEMS, AND APPLICATIONS, PT I, 2020, 12384 : 285 - 297
  • [32] AUTO-PRUNE: Automated DNN Pruning and Mapping for ReRAM-Based Accelerator
    Yang, Siling
    Chen, Weijian
    Zhang, Xuechen
    He, Shuibing
    Yin, Yanlong
    Sun, Xian-He
    PROCEEDINGS OF THE 2021 ACM INTERNATIONAL CONFERENCE ON SUPERCOMPUTING, ICS 2021, 2021, : 304 - 315
  • [33] Trained Biased Number Representation for ReRAM-Based Neural Network Accelerators
    Wang, Weijia
    Lin, Bill
    ACM JOURNAL ON EMERGING TECHNOLOGIES IN COMPUTING SYSTEMS, 2019, 15 (02)
  • [34] PattPIM: A Practical ReRAM-Based DNN Accelerator by Reusing Weight Pattern Repetitions
    Zhang, Yuhao
    Jia, Zhiping
    Pan, Yungang
    Du, Hongchao
    Shen, Zhaoyan
    Zhao, Mengying
    Shao, Zili
    PROCEEDINGS OF THE 2020 57TH ACM/EDAC/IEEE DESIGN AUTOMATION CONFERENCE (DAC), 2020,
  • [35] A Resource-Efficient Weight Quantization and Mapping Method for Crossbar Arrays in ReRAM-based Computing-in-Memory Systems
    Ma, Mingyuan
    Jiang, Wei
    Liu, Juntao
    Dui, Li
    Ma, Zhongyuan
    Du, Yuan
    2024 IEEE THE 20TH ASIA PACIFIC CONFERENCE ON CIRCUITS AND SYSTEMS, APCCAS 2024, 2024, : 169 - 173
  • [36] Improving Reliability of ReRAM-Based DNN Implementation through Novel Weight Distribution
    Li, Jingtao
    Mao, Manqing
    Chakrabarti, Chaitali
    PROCEEDINGS OF THE 2019 IEEE INTERNATIONAL WORKSHOP ON SIGNAL PROCESSING SYSTEMS (SIPS 2019), 2019, : 189 - 194
  • [37] ReNEW: Enhancing Lifetime for ReRAM Crossbar based Neural Network Accelerators
    Wen, Wen
    Zhang, Youtao
    Yang, Jun
    2019 IEEE 37TH INTERNATIONAL CONFERENCE ON COMPUTER DESIGN (ICCD 2019), 2019, : 487 - 496
  • [38] A Quantized Training Framework for Robust and Accurate ReRAM-based Neural Network Accelerators
    Zhang, Chenguang
    Zhou, Pingqiang
    2021 26TH ASIA AND SOUTH PACIFIC DESIGN AUTOMATION CONFERENCE (ASP-DAC), 2021, : 43 - 48
  • [39] RIMAC: An Array-level ADC/DAC-free ReRAM-based In-Memory DNN Processor with Analog Cache and Computation
    Chen, Peiyu
    Wu, Meng
    Ma, Yufei
    Ye, Le
    Huang, Ru
    2023 28TH ASIA AND SOUTH PACIFIC DESIGN AUTOMATION CONFERENCE, ASP-DAC, 2023, : 228 - 233
  • [40] A ReRAM-Based Processing-In-Memory Architecture for Hyperdimensional Computing
    Liu, Cong
    Wu, Kaibo
    Liu, Haikun
    Jin, Hai
    Liao, Xiaofei
    Duan, Zhuohui
    Xu, Jiahong
    Li, Huize
    Zhang, Yu
    Yang, Jing
    IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2025, 44 (02) : 512 - 524