Automatic Clustering and Semantic Annotation for Dynamic IoT Sensor Data

被引:5
|
作者
Yu, Ching-Tzu [1 ]
Zou, Yu-Hui [2 ]
Li, Hao-Yu [2 ]
Lin, Szu-Yin [2 ]
机构
[1] Natl Chiao Tung Univ, Inst Informat Management, Hsinchu, Taiwan
[2] Chung Yuan Christian Univ, Dept Informat Management, Taoyuan, Taoyuan County, Taiwan
关键词
Internet of Things; Ontology; Semantic Annotation; Clustering;
D O I
10.1109/IC3.2018.00-30
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In a dynamic IoT environment, distributed sensors are used to collect real-time data continually. However, it is difficult to transform the dynamic data into a machine-readable and machine-interpretable form. we propose a semantic annotation approach to annotate sensor data via semantics. Firstly, this approach builds an ontology based on Semantic Sensor Network Ontology (SSN Ontology) for dynamic IoT sensor data. Then, the new knowledge is collected from input data by using the K-Means clustering, and to update the semantic information into the base ontology. The updated ontology forms the basis for semantic annotation.
引用
收藏
页码:188 / 189
页数:2
相关论文
共 50 条
  • [1] Dynamic Data Driven-based Automatic Clustering and Semantic Annotation for Internet of Things Sensor Data
    Lin, Szu-Yin
    Li, Jun-Bin
    Yu, Ching-Tzu
    [J]. SENSORS AND MATERIALS, 2019, 31 (06) : 1789 - 1801
  • [2] Semantic Annotation of Sensor Data using a Sequential Possibilistic Clustering methodology
    Wu, Wenlong
    Keller, James M.
    Skubic, Marjorie
    Popescu, Mihail
    Lane, Kari R.
    Rantz, Marilyn
    [J]. 2023 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, FUZZ, 2023,
  • [3] Device-Oriented Automatic Semantic Annotation in IoT
    Liu, Fagui
    Li, Ping
    Deng, Dacheng
    [J]. JOURNAL OF SENSORS, 2017, 2017
  • [4] Semantic Annotation and Reasoning for Sensor Data
    Wei, Wang
    Barnaghi, Payam
    [J]. SMART SENSING AND CONTEXT, PROCEEDINGS, 2009, 5741 : 66 - +
  • [5] IoTSAS: An Integrated System for Real-Time Semantic Annotation and Interpretation of IoT Sensor Stream Data
    Sejdiu, Besmir
    Ismaili, Florije
    Ahmedi, Lule
    [J]. COMPUTERS, 2021, 10 (10)
  • [6] Semantic disambiguation in Automatic Semantic Annotation
    Qi, Xin
    Xiao, Min
    [J]. 2010 THE 3RD INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND INDUSTRIAL APPLICATION (PACIIA2010), VOL IV, 2010, : 64 - 67
  • [7] Semantic Disambiguation in Automatic Semantic Annotation
    Qi, Xin
    Xiao, Min
    [J]. APPLIED INFORMATICS AND COMMUNICATION, PT 4, 2011, 227 : 135 - 142
  • [8] Towards automatic semantic annotation of data rich Web pages
    Jellouli, Ismail
    El Mohajir, Mohammed
    [J]. RCIS 2009: PROCEEDINGS OF THE IEEE INTERNATIONAL CONFERENCE ON RESEARCH CHALLENGES IN INFORMATION SCIENCE, 2009, : 139 - 142
  • [9] Automatic Image Annotation Using Semantic Subspace graph spectral clustering Algorithm
    Guo Yutang
    Han Changgang
    [J]. ADVANCED MATERIALS AND INFORMATION TECHNOLOGY PROCESSING, PTS 1-3, 2011, 271-273 : 1090 - +
  • [10] Semantic annotation method of IOT middleware
    Ming, Zhou
    Hong, Fan
    Yan, Ma
    [J]. PROCEEDINGS OF THE 2013 FOURTH INTERNATIONAL CONFERENCE ON INTELLIGENT CONTROL AND INFORMATION PROCESSING (ICICIP), 2013, : 495 - 498