Data quality and the Internet of Things

被引:34
|
作者
Liu, Caihua [1 ]
Nitschke, Patrick [2 ]
Williams, Susan P. [2 ]
Zowghi, Didar [1 ]
机构
[1] Univ Technol Sydney, Fac Engn & Informat Technol, Informat Technol, Broadway 15, Ultimo, NSW 2007, Australia
[2] Univ Koblenz Landau, Fac Comp Sci, Univ Str 1, D-56070 Koblenz, Germany
关键词
Internet of Things; Data quality; Systematic review; Research themes;
D O I
10.1007/s00607-019-00746-z
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The Internet of Things (IoT) is driving technological change and the development of new products and services that rely heavily on the quality of the data collected by IoT devices. There is a large body of research on data quality management and improvement in IoT, however, to date a systematic review of data quality measurement in IoT is not available. This paper presents a systematic literature review (SLR) about data quality in IoT from the emergence of the term IoT in 1999 to 2018. We reviewed and analyzed 45 empirical studies to identify research themes on data quality in IoT. Based on this analysis we have established the links between data quality dimensions, manifestations of data quality problems, and methods utilized to measure data quality. The findings of this SLR suggest new research areas for further investigation and identify implications for practitioners in defining and measuring data quality in IoT.
引用
收藏
页码:573 / 599
页数:27
相关论文
共 50 条
  • [31] Data Management for Internet of Things
    Padiya, Trupti
    Bhise, Minal
    Rajkotiya, Prashant
    2015 IEEE REGION 10 SYMPOSIUM (TENSYMP), 2015, : 62 - 65
  • [32] Data Marketplace for Internet of Things
    Misura, Kresimir
    Zagar, Mario
    2016 INTERNATIONAL CONFERENCE ON SMART SYSTEMS AND TECHNOLOGIES (SST), 2016, : 255 - 260
  • [33] Big data and the internet of things
    Tom Breur
    Journal of Marketing Analytics, 2015, 3 (1) : 1 - 4
  • [34] Data Science for the Internet of Things
    Piccialli, Francesco
    Cuomo, Salvatore
    Bessis, Nik
    Yoshimura, Yuji
    IEEE INTERNET OF THINGS JOURNAL, 2020, 7 (05) : 4342 - 4346
  • [35] DATA REGULATION IN THE INTERNET OF THINGS
    Kroenke, Christoph
    FRONTIERS OF LAW IN CHINA, 2018, 13 (03) : 367 - 379
  • [36] A Quality of Services-Aware Middleware for Enabling Quality of Data/Events/Services in the Internet of Things
    Yim, Hyung-Jun
    Son, Yun-Hee
    Lee, Kyu-Chul
    ADVANCED SCIENCE LETTERS, 2016, 22 (11) : 3618 - 3623
  • [37] Defining Quality of Experience for the Internet of Things
    Minovski, Dimitar
    Ahlund, Christer
    Mitra, Karan
    Zhohov, Roman
    IT PROFESSIONAL, 2020, 22 (05) : 62 - 70
  • [38] The impact of patent quality on corporate performance in the context of big data and the Internet of Things
    Zhang, Qihang
    Jiang, Jie
    JOURNAL OF COMPUTATIONAL METHODS IN SCIENCES AND ENGINEERING, 2023, 23 (01) : 457 - 467
  • [39] QDaS: Quality driven data summarisation for effective storage management in Internet of Things
    Liono, Jonathan
    Jayaraman, Prem Prakash
    Qin, A. K.
    Thuong Nguyen
    Salim, Flora D.
    JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING, 2019, 127 : 196 - 208
  • [40] Metrology and Quality Assurance in Internet of Things
    Sandric, Bruno
    Jurcevic, Marko
    2018 FIRST INTERNATIONAL COLLOQUIUM ON SMART GRID METROLOGY (SMAGRIMET), 2018,