大数据 ›› 2019, Vol. 5 ›› Issue (3): 69-75.doi: 10.11959/j.issn.2096-0271.2019025

• 研究 • 上一篇    下一篇

边缘智能:现状和展望

李肯立1,2,刘楚波1   

  1. 1 湖南大学信息科学与工程学院,湖南 长沙 410082
    2 国家超级计算长沙中心,湖南 长沙 410082
  • 出版日期:2019-05-15 发布日期:2019-05-20
  • 作者简介:李肯立(1971-),男,博士,湖南大学信息科学与工程学院教授、院长,国家超级计算长沙中心主任,主要研究方向为并行计算、高性能计算、网格和云计算。在国际顶级期刊、会议(如IEEE Transactions on Computers、IEEE Transactions on Parallel and Distributed Systems、ICPP、ICDCS、CCGrid等)上发表论文160余篇。担任IEEE Transactions on Computers等期刊编委,IEEE高级会员。|刘楚波(1988-),男,博士,湖南大学信息科学与工程学院副教授,主要研究方向为调度和分布式系统建模、近似算法、随机算法、博弈论、云计算和边缘计算。在国际顶级期刊(如IEEE Transactions on Parallel and Distributed Systems、IEEE Transactions on Cloud Computing、ACM Transactions on Modeling and Performance Evaluation of Computing Systems等)上发表论文10篇。
  • 基金资助:
    国家重点研发计划基金资助项目(SQ2018YFB02006);国家自然科学基金资助项目(61702170)

Edge intelligence:state-of-the-art and expectations

Kenli LI1,2,Chubo LIU1   

  1. 1 College of Information Science and Engineering,Hunan University,Changsha 410082,China
    2 National Supercomputing Center in Changsha,Changsha 410082,China
  • Online:2019-05-15 Published:2019-05-20
  • Supported by:
    National Key Research and Development Program of China(SQ2018YFB02006);The National Natural Science Foundation of China(61702170)

摘要:

边缘智能(即将人工智能融入边缘计算,部署在边缘设备)作为更快更好地提供智能服务的一种服务模式,已逐渐渗入各行各业。然而,当前边缘智能面临着巨大挑战。首先简要介绍了边缘智能的起源与概念;然后总结了边缘智能面临的三大挑战;最后,概括了当前针对边缘智能挑战的5个研究方向。为相关读者了解边缘智能和相关人员研究边缘智能提供一定的参考。

关键词: 边缘计算, 人工智能, 边缘智能

Abstract:

Edge intelligence (EI,which merges artificial intelligence (AI) into edge computing and deploys AI methods on edge devices) is regarded as a very efficient measure to provide faster and better intelligent services,having been successfully applied to various fields.However,current EI faces great difficulties.Firstly,a brief introduction to EI was given,and then,three challenges in EI were summarized.Finally,current five research directions for solving the EI challenges were outlined.The paper was expected to provide a better understanding for people who want to know EI,and help for researchers who study EI to have an overall direction guideline.

Key words: edge computing, artificial intelligence, edge intelligence

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