Machine Learning for Microarchitecture Power Modeling and Design Space Exploration: A Survey

被引:0
|
作者
Zhai, Jianwang [1 ]
Ling, Zichao [2 ]
Bai, Chen [3 ]
Zhao, Kang [1 ]
Yu, Bei [3 ]
机构
[1] School of Integrated Circuits, Beijing University of Posts and Telecommunications, Beijing,100876, China
[2] School of Computer Science, Beijing University of Posts and Telecommunications, Beijing,100876, China
[3] Department of Computer Science and Engineering, The Chinese University of Hong Kong, 999077, Hong Kong
关键词
93;
D O I
10.7544/issn1000-1239.202440074
中图分类号
学科分类号
摘要
引用
收藏
页码:1351 / 1369
相关论文
共 50 条
  • [1] Graph Representation Learning for Microarchitecture Design Space Exploration
    Yi, Xiaoling
    Lu, Jialin
    Xiong, Xiankui
    Xu, Dong
    Shang, Li
    Yang, Fan
    2023 60TH ACM/IEEE DESIGN AUTOMATION CONFERENCE, DAC, 2023,
  • [2] Acceleration Methods for Processor Microarchitecture Design Space Exploration: A Survey
    Wang, Duo
    Liu, Jinglei
    Yan, Mingyu
    Teng, Yihan
    Han, Dengke
    Ye, Xiaochun
    Fan, Dongrui
    Jisuanji Yanjiu yu Fazhan/Computer Research and Development, 2025, 62 (01): : 22 - 57
  • [3] On Advanced Methodologies for Microarchitecture Design Space Exploration
    Liu, Tianji
    Wang, Qijing
    Liu, Lixin
    Wang, Fangzhou
    Young, Evangeline F. Y.
    PROCEEDING OF THE GREAT LAKES SYMPOSIUM ON VLSI 2024, GLSVLSI 2024, 2024, : 376 - 382
  • [4] Microarchitecture Design Space Exploration via Pareto-Driven Active Learning
    Zhai, Jianwang
    Cai, Yici
    IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2023, 31 (11) : 1727 - 1739
  • [5] VLSI Extreme Learning Machine: A Design Space Exploration
    Yao, Enyi
    Basu, Arindam
    IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2017, 25 (01) : 60 - 74
  • [6] Efficient MART-Aided Modeling for Microarchitecture Design Space Exploration and Performance Prediction
    Li, Bin
    Peng, Lu
    Ramadass, Balachandran
    SIGMETRICS'08: PROCEEDINGS OF THE 2008 INTERNATIONAL CONFERENCE ON MEASUREMENT & MODELING OF COMPUTER SYSTEMS, 2008, 36 (01): : 439 - +
  • [7] Machine Learning-Based Microarchitecture- Level Power Modeling of CPUs
    Kumar, Ajay Krishna Ananda
    Al-Salamin, Sami
    Amrouch, Hussam
    Gerstlauer, Andreas
    IEEE TRANSACTIONS ON COMPUTERS, 2023, 72 (04) : 941 - 956
  • [8] Design Space Exploration for Edge Machine Learning Featured by MathWorks FPGA DL Processor: A Survey
    Bertazzoni, Stefano
    Canese, Lorenzo
    Cardarilli, Gian Carlo
    Di Nunzio, Luca
    Fazzolari, Rocco
    Re, Marco
    Spano, Sergio
    IEEE ACCESS, 2024, 12 (9418-9439): : 9418 - 9439
  • [9] Machine Learning for Design Space Exploration and Optimization of Manycore Systems
    Kim, Ryan Gary
    Doppa, Janardhan Rao
    Pande, Partha Pratim
    2018 IEEE/ACM INTERNATIONAL CONFERENCE ON COMPUTER-AIDED DESIGN (ICCAD) DIGEST OF TECHNICAL PAPERS, 2018,
  • [10] Design Space Exploration With Machine Learning Co-Optimization
    Chuang, Quek Li
    Chong, Ang Boon
    Cheng, Lee Chia
    Ian, Koh Jid
    Farahanim, Nordin Nor
    Lok, Mei Ghee
    Hong, Phang Eng
    2024 IEEE SYMPOSIUM ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, ISIEA 2024, 2024,