Achieving Green AI with Energy-Efficient Deep Learning Using Neuromorphic Computing

被引:6
|
作者
Luo, Tao [1 ]
Wong, Weng-Fai [2 ]
Goh, Rick Siow Mong [1 ]
Do, Anh Tuan [3 ]
Chen, Zhixian [3 ]
Li, Haizhou [2 ]
Jiang, Wenyu [4 ]
Yau, Weiyun [4 ]
机构
[1] ASTAR, Inst High Performance Comp IHPC, Singapore, Singapore
[2] Natl Univ Singapore NUS, Sch Comp SoC, Singapore, Singapore
[3] ASTAR, Inst Microelect IME, Singapore, Singapore
[4] ASTAR, Inst Infocomm Res I2R, Singapore, Singapore
关键词
D O I
10.1145/3588591
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
[No abstract available]
引用
收藏
页码:52 / 57
页数:6
相关论文
共 50 条
  • [1] Achieving Green AI with Energy-Efficient Deep Learning Using Neuromorphic Computing
    Luo, Tao
    Wong, Weng-Fai
    Goh, Rick Siow Mong
    Anh Tuan Do
    Chen, Zhixian
    Li, Haizhou
    Jiang, Wenyu
    Yau, Weiyun
    COMMUNICATIONS OF THE ACM, 2024, 67 (07) : 52 - 57
  • [2] Fast and Energy-efficient deep Neuromorphic Learning
    Goeltz, Julian
    Kriener, Laura
    Sabado, Virginie
    Petrovici, Mihai A.
    ERCIM NEWS, 2021, (125): : 17 - 18
  • [3] Backpropagation for Energy-Efficient Neuromorphic Computing
    Esser, Steve K.
    Appuswamy, Rathinakumar
    Merolla, Paul A.
    Arthur, John V.
    Modha, Dharmendra S.
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 28 (NIPS 2015), 2015, 28
  • [4] TRAINING DEEP SPIKING NEURAL NETWORKS FOR ENERGY-EFFICIENT NEUROMORPHIC COMPUTING
    Srinivasan, Gopalakrishnan
    Lee, Chankyu
    Sengupta, Abhronil
    Panda, Priyadarshini
    Sarwar, Syed Shakib
    Roy, Kaushik
    2020 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2020, : 8549 - 8553
  • [5] AxNN: Energy-Efficient Neuromorphic Systems using Approximate Computing
    Venkataramani, Swagath
    Ranjan, Ashish
    Roy, Kaushik
    Raghunathan, Anand
    PROCEEDINGS OF THE 2014 IEEE/ACM INTERNATIONAL SYMPOSIUM ON LOW POWER ELECTRONICS AND DESIGN (ISLPED), 2014, : 27 - 32
  • [6] Energy-efficient memcapacitor devices for neuromorphic computing
    Demasius, Kai-Uwe
    Kirschen, Aron
    Parkin, Stuart
    NATURE ELECTRONICS, 2021, 4 (10) : 748 - 756
  • [7] Silicon photonics for energy-efficient neuromorphic computing
    Tossoun, Bassem
    EMERGING APPLICATIONS IN SILICON PHOTONICS III, 2022, 12334
  • [8] Energy-efficient memcapacitor devices for neuromorphic computing
    Kai-Uwe Demasius
    Aron Kirschen
    Stuart Parkin
    Nature Electronics, 2021, 4 : 748 - 756
  • [9] Neuromorphic Computing for Energy-Efficient Edge Intelligence
    Panda, Priya
    2024 INTERNATIONAL VLSI SYMPOSIUM ON TECHNOLOGY, SYSTEMS AND APPLICATIONS, VLSI TSA, 2024,
  • [10] Uncovering Energy-Efficient Practices in Deep Learning Training: Preliminary Steps Towards Green AI
    Yarally, Tim
    Cruz, Luis
    Feitosa, Daniel
    Sallou, June
    Van Deursen, Arie
    2023 IEEE/ACM 2ND INTERNATIONAL CONFERENCE ON AI ENGINEERING - SOFTWARE ENGINEERING FOR AI, CAIN, 2023, : 25 - 36