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
  • [21] 'BIG DATA', THE 'INTERNET OF THINGS' AND THE 'INTERNET OF SIGNS'
    O'Leary, Daniel E.
    INTELLIGENT SYSTEMS IN ACCOUNTING FINANCE & MANAGEMENT, 2013, 20 (01): : 53 - 65
  • [22] Data Mashup in the Internet of Things
    Du Zhiquan
    Yu Nan
    Cheng Bo
    Chen Junliang
    2011 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT), VOLS 1-4, 2012, : 948 - 952
  • [23] Data Security in Internet of Things
    Rani, T.P.
    Suganthi, K.
    Smart Innovation, Systems and Technologies, 2022, 248 : 593 - 601
  • [24] Data intelligence on the Internet of Things
    Zhangbing Zhou
    Kim-Fung Tsang
    Zhuofeng Zhao
    Walid Gaaloul
    Personal and Ubiquitous Computing, 2016, 20 : 277 - 281
  • [25] Internet of Things Data Integrity
    Matsemela, Gift
    Rimer, Suvendi
    Ouahada, Khmaies
    Ndjiongue, Richard
    Mngomezulu, Zinhle
    2017 IST-AFRICA WEEK CONFERENCE (IST-AFRICA), 2017,
  • [26] Personal Data and the Internet of Things
    Pasquier, Thomas
    Eyers, David
    Bacon, Jean
    COMMUNICATIONS OF THE ACM, 2019, 62 (06) : 32 - 34
  • [27] Data intelligence on the Internet of Things
    Zhou, Zhangbing
    Tsang, Kim-Fung
    Zhao, Zhuofeng
    Gaaloul, Walid
    PERSONAL AND UBIQUITOUS COMPUTING, 2016, 20 (03) : 277 - 281
  • [28] Data Summarization in Internet of Things
    Deevi S.A.
    Manoj B.S.
    SN Computer Science, 3 (4)
  • [29] Data Provenance in the Internet of Things
    Elkhodr, Mahmoud
    Alsinglawi, Belal
    Alshehri, Mohammad
    2018 32ND INTERNATIONAL CONFERENCE ON ADVANCED INFORMATION NETWORKING AND APPLICATIONS WORKSHOPS (WAINA), 2018, : 727 - 731
  • [30] Internet of the Things and Data Protection
    Jervis Ortiz, Paula
    REVISTA CHILENA DE DERECHO Y TECNOLOGIA, 2015, 4 (02): : 9 - 51