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

Author:

Luo Tao1,Wong Weng-Fai2,Goh Rick Siow Mong1,Do Anh Tuan3,Chen Zhixian3,Li Haizhou2,Jiang Wenyu4,Yau Weiyun4

Affiliation:

1. Institute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), in Singapore

2. National University of Singapore (NUS), Singapore

3. Institute of Microelectronics (IME), Agency for Science, Technology and Research (A*STAR), in Singapore

4. Institute for Infocomm Research (I2R), Agency for Science, Technology and Research (A*STAR), in Singapore

Publisher

Association for Computing Machinery (ACM)

Subject

General Computer Science

Reference8 articles.

1. Fabien , C. et al. Event-based visual sensing for human motion detection and classification at various distances . In Proceedings of Pacific-Rim Symp. Image and Video Technology , 2022 . Fabien, C. et al. Event-based visual sensing for human motion detection and classification at various distances. In Proceedings of Pacific-Rim Symp. Image and Video Technology, 2022.

2. A system-level simulator for RRAM-based neuromorphic computing chips;Lee M.K. F.;ACM Trans. Architecture and Code Optimization,2019

3. An FPGA-based hardware emulator for neuromorphic chip with RRAM;Luo T.;IEEE Trans. Computer-Aided Design of Integrated Circuits and Systems,2018

4. Energy Efficient 0.5V 4.8pJ/SOP 0.93μW Leakage/Core Neuromorphic Processor Design

5. Wong , M.M. et al. A 2.1 pJ/SOP 40nm SNN accelerator featuring on-chip transfer learning using Delta STDP . In Proceedings of the IEEE 51st European Solid-State Device Research Conf. 2021 . Wong, M.M. et al. A 2.1 pJ/SOP 40nm SNN accelerator featuring on-chip transfer learning using Delta STDP. In Proceedings of the IEEE 51st European Solid-State Device Research Conf. 2021.

Cited by 7 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Impact of Artificial Intelligence on the Planning and Operation of Distributed Energy Systems in Smart Grids;Energies;2024-09-08

2. Neuromorphic Computing: Innovations and Future Prospects;International Journal of Advanced Research in Science, Communication and Technology;2024-08-26

3. A Survey on Neuromorphic Architectures for Running Artificial Intelligence Algorithms;Electronics;2024-07-26

4. Process-Based Life Cycle Assessment of a Vanadium Dioxide Spiking Neuron;2024 Electronics Goes Green 2024+ (EGG);2024-06-18

5. Green Runner: A Tool for Efficient Deep Learning Component Selection;Proceedings of the IEEE/ACM 3rd International Conference on AI Engineering - Software Engineering for AI;2024-04-14

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3