Tools and methods for Edge-AI-systems

被引:0
|
作者
Schwabe, Nils [1 ]
Zhou, Yexu [2 ]
Hielscher, Leon [1 ]
Roeddiger, Tobias [2 ]
Riedel, Till [2 ]
Reiter, Sebastian [1 ]
机构
[1] FZI Res Ctr Informat Technol, Karlsruhe, Germany
[2] Karlsruher Inst Technol KIT, Inst Telemat, Karlsruhe, Germany
关键词
Edge-AI; machine learning; hardware acceleration; co-design; auto-ml;
D O I
10.1515/auto-2022-0023
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The enormous potential of artificial intelligence, especially artificial neural networks, when used for edge computing applications in cars, traffic lights or smart watches, has not yet been fully exploited today. The reasons for this are the computing, energy and memory requirements of modern neural networks, which typically cannot be met by embedded devices. This article provides a detailed summary of today's challenges and gives a deeper insight into existing solutions that enable neural network performance with modern HW/SW co-design techniques.
引用
收藏
页码:767 / 776
页数:10
相关论文
共 50 条
  • [1] Distributed Edge AI Systems
    Hu, Fei
    Mehta, Kunal
    Mishra, Shivakant
    AlMutawa, Mohammad
    16TH IEEE/ACM INTERNATIONAL CONFERENCE ON UTILITY AND CLOUD COMPUTING, UCC 2023, 2023,
  • [3] Explainable AI for Bioinformatics: Methods, Tools and Applications
    Karim, Md Rezaul
    Islam, Tanhim
    Shajalal, Md
    Beyan, Oya
    Lange, Christoph
    Cochez, Michael
    Rebholz-Schuhmann, Dietrich
    Decker, Stefan
    BRIEFINGS IN BIOINFORMATICS, 2023, 24 (05)
  • [4] Parallel AI and Systems for the Edge (PAISE)
    Beckman, Pete
    Sankaran, Rajesh
    Proceedings - 2019 IEEE 33rd International Parallel and Distributed Processing Symposium Workshops, IPDPSW 2019, 2019, : 874 - 875
  • [5] A Survey on Edge Computing Systems and Tools
    Liu, Fang
    Tang, Guoming
    Li, Youhuizi
    Cai, Zhiping
    Zhang, Xingzhou
    Zhou, Tongqing
    PROCEEDINGS OF THE IEEE, 2019, 107 (08) : 1537 - 1562
  • [6] Edge preparation methods for cutting tools:a review
    Yu ZHOU
    Wei FANG
    Lanying SHAO
    Yanfei DAI
    Jiahuan WANG
    Xu WANG
    Julong YUAN
    Weigang GUO
    Binghai LYU
    Frontiers of Mechanical Engineering, 2023, 18 (04) : 54 - 82
  • [7] Edge preparation methods for cutting tools: a review
    Zhou, Yu
    Fang, Wei
    Shao, Lanying
    Dai, Yanfei
    Wang, Jiahuan
    Wang, Xu
    Yuan, Julong
    Guo, Weigang
    Lyu, Binghai
    FRONTIERS OF MECHANICAL ENGINEERING, 2023, 18 (04)
  • [8] Edge preparation methods for cutting tools: a review
    Yu Zhou
    Wei Fang
    Lanying Shao
    Yanfei Dai
    Jiahuan Wang
    Xu Wang
    Julong Yuan
    Weigang Guo
    Binghai Lyu
    Frontiers of Mechanical Engineering, 2023, 18
  • [9] OFFICE SYSTEMS - METHODS AND TOOLS
    不详
    INFORMATION & MANAGEMENT, 1987, 12 (03) : 153 - 158
  • [10] AI TOOLS IN DECISION MAKING SUPPORT SYSTEMS: A REVIEW
    Phillips-Wren, Gloria
    INTERNATIONAL JOURNAL ON ARTIFICIAL INTELLIGENCE TOOLS, 2012, 21 (02)