A Distributed Range Query Framework for the Internet of Things

被引:0
|
作者
Zhang, Congcong [1 ]
Zhang, Tingting [1 ]
Wang, Mei [2 ]
机构
[1] Mid Sweden Univ, Dept Informat Technol & Media, Sundsvall, Sweden
[2] Donghua Univ, Dept Comp Sci & Technol, Shanghai, Peoples R China
关键词
Range query; Distributed data; Internet of Things;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The range query referring to the Internet of Things is a tough challenge since the data information is fully distributed. In order to support efficient range query, most existing approaches focused on designing the data management mechanism, which ensures that the similar data are stored nearby within the network. However, it will introduce large extra overhead to each peer in the Internet of Things especially when the peers generate data frequently. In this paper, a distributed range query framework is proposed, which consists of three core modules, reporting and indexing module, along with a query executor. The reporting module learns the sensed data and predicts a data range in which the coming future data is likely to be. Only the abnormal data that exceeds the data range will be detected, which greatly reduces the frequency and quantity of data migration in these data management mechanism. The indexing module is responsible for collecting reported data information and establishing data index used for responding to query request. Based on the above two modules, the range query is processed by the query executor. The experimental results show that this proposal could support range query effectively and efficiently, with load balance among the peers at the same time.
引用
收藏
页码:83 / 88
页数:6
相关论文
共 50 条
  • [21] Internet of Things Security Framework
    Imam, Amira Hagag
    Azer, Marianne. A.
    2017 13TH INTERNATIONAL COMPUTER ENGINEERING CONFERENCE (ICENCO), 2017, : 378 - 382
  • [22] A Privacy Framework for the Internet of Things
    Corcoran, Peter M.
    2016 IEEE 3RD WORLD FORUM ON INTERNET OF THINGS (WF-IOT), 2016, : 13 - 18
  • [23] Multi-dimensional data indexing and range query processing via Voronoi diagram for internet of things
    Wan, Shaohua
    Zhao, Yu
    Wang, Tian
    Gu, Zonghua
    Abbasi, Qammer H.
    Choo, Kim-Kwang Raymond
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2019, 91 : 382 - 391
  • [24] Information query mechanism based on Pastry for Internet of Things
    Liu, Dongdong
    Li, Zhanbo
    MECHANICAL, MATERIALS AND MANUFACTURING ENGINEERING, PTS 1-3, 2011, 66-68 : 2236 - 2240
  • [25] A distributed and flexible architecture for Internet of Things
    Fersi, Ghofrane
    INTERNATIONAL CONFERENCE ON ADVANCED WIRELESS INFORMATION AND COMMUNICATION TECHNOLOGIES (AWICT 2015), 2015, 73 : 130 - 137
  • [26] The Internet of Things Secure distributed inference
    Chen, Yuan
    Kar, Soummya
    Moura, Jose M. F.
    IEEE SIGNAL PROCESSING MAGAZINE, 2018, 35 (05) : 64 - 75
  • [27] Algorithm and Distributed Computing for the Internet of Things
    Gomez-Pulido, Juan A.
    Sa Silva, Jorge
    Hara, Takahiro
    SENSORS, 2020, 20 (16) : 1 - 5
  • [28] On the performance of distributed ledgers for Internet of Things
    Han, Runchao
    Shapiro, Gary
    Gramoli, Vincent
    Xu, Xiwei
    INTERNET OF THINGS, 2020, 10
  • [29] Distributed Relation Discovery in Internet of Things
    Zhu, Weiping
    Lu, Hongliang
    Cui, Xiaohui
    2014 INTERNATIONAL CONFERENCE ON CLOUD COMPUTING AND BIG DATA (CCBD), 2014, : 39 - 46
  • [30] Distributed Data Fusion for the Internet of Things
    Dautov, Rustem
    Distefano, Salvatore
    PARALLEL COMPUTING TECHNOLOGIES (PACT 2017), 2017, 10421 : 427 - 432