Supporting Edge Intelligence in Service-Oriented Smart IoT Applications

被引:8
|
作者
Huang, Zhenqiu [1 ]
Lin, Kwei-Jay [1 ,2 ]
Shih, Chi-Sheng [2 ]
机构
[1] Univ Calif Irvine, Dept EECS, Irvine, CA 92717 USA
[2] Natl Taiwan Univ, NTU IoX Res Ctr, Taipei, Taiwan
关键词
D O I
10.1109/CIT.2016.40
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents the edge intelligence support for smart IoT using the service-oriented architecture. In IoT, there are many sensors deployed for different purposes. Sensors of different modalities must be integrated and their characteristics analyzed to enhance the system intelligence. In this paper, we present the edge computing framework in the WuKong-based IoT architecture. WuKong is an IoT middleware that supports dynamic compositions and deployments of user-defined IoT applications. The edge framework pushes the streaming processing capability from cloud to edge devices, in order to better support timely and reliable streaming analytics to enhance the performance of smart IoT applications. We have designed annotation based programming primitives for developers to add their own online learning capabilities on edge servers. Using an extendable pipeline design, intelligent components on edge may be used to build smart services in IoT applications.
引用
收藏
页码:492 / 499
页数:8
相关论文
共 50 条
  • [31] Notes on ensembles of IoT, network functions and clouds for service-oriented computing and applications
    Hong-Linh Truong
    Narendra, Nanjangud C.
    Lin, Kwei-Jay
    [J]. SERVICE ORIENTED COMPUTING AND APPLICATIONS, 2018, 12 (01) : 1 - 10
  • [32] A SDN-SFC-based service-oriented load balancing for the IoT applications
    Chien, Wei-Che
    Lai, Chin-Feng
    Cho, Hsin-Hung
    Chao, Han-Chieh
    [J]. JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, 2018, 114 : 88 - 97
  • [33] A Pervasive, Service-Oriented Architecture for Supporting Teamwork
    Dustdar, Schahram
    Hong-Linh Truong
    [J]. ERCIM NEWS, 2007, (70): : 47 - 48
  • [34] Compatibility of service contracts in service-oriented applications
    Nepal, Surya
    Zic, John
    Chau, Thi
    [J]. 2006 IEEE INTERNATIONAL CONFERENCE ON SERVICES COMPUTING, PROCEEDINGS, 2006, : 28 - +
  • [35] Trust-Oriented IoT Service Placement for Smart Cities in Edge Computing
    Xu, Xiaolong
    Liu, Xihua
    Xu, Zhanyang
    Dai, Fei
    Zhang, Xuyun
    Qi, Lianyong
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2020, 7 (05): : 4084 - 4091
  • [36] A service-oriented framework for collating retail intelligence
    Anderson, Mark
    Bolton, Joseph
    [J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2018, 80 : 400 - 408
  • [37] Artificial intelligence in service-oriented software design
    Rodriguez, Guillermo
    Soria, Alvaro
    Campo, Marcelo
    [J]. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2016, 53 : 86 - 104
  • [38] Service-oriented smart home applications: composition, code generation, deployment, and execution
    Li, Wu
    Lee, Yann-Hang
    Tsai, Wei-Tek
    Xu, Jingjing
    Son, Young-Sung
    Park, Jun-Hee
    Moon, Kyung-Duk
    [J]. SERVICE ORIENTED COMPUTING AND APPLICATIONS, 2013, 6 (01) : 65 - 79
  • [39] Service-oriented smart home applications: composition, code generation, deployment, and execution
    Wu Li
    Yann-Hang Lee
    Wei-Tek Tsai
    Jingjing Xu
    Young-Sung Son
    Jun-Hee Park
    Kyung-Duk Moon
    [J]. Service Oriented Computing and Applications, 2012, 6 (1) : 65 - 79
  • [40] An interplatform service-oriented middleware for the smart home
    Warriach, Ehsan Ullah
    Kaldeli, Eirini
    Lazovik, Alexander
    Aiello, Marco
    [J]. Warriach, E.U. (e.u.warriach@rug.nl), 1600, Science and Engineering Research Support Society, 20 Virginia Court, Sandy Bay, Tasmania, Prof B.H.Kang's Office,, Australia (07): : 115 - 142