Big data applications on the Internet of Things: A systematic literature review

被引:6
|
作者
Ahmadova, Ulkar [1 ]
Mustafayev, Mustafa [1 ]
Kiani Kalejahi, Behnam [1 ]
Saeedvand, Saeed [1 ]
Rahmani, Amir Masoud [2 ]
机构
[1] Khazar Univ, Dept Comp Engn, Baku, Azerbaijan
[2] Natl Yunlin Univ Sci & Technol, Future Technol Res Ctr, 123 Univ Rd,Sect 3, Touliu 64002, Yunlin, Taiwan
关键词
application; big data; healthcare; Internet of Things; machine learning; smart city; DATA ANALYTICS; SOCIAL INTERNET; IOT; CITY;
D O I
10.1002/dac.5004
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The Internet of Things (IoT) is a system of physical objects embedded with various sensors to receive information, software, chips, and other technologies that allow connecting and transferring data to other devices through the Internet without human intervention. As the number of smart devices increase, IoT has started to be applied in many more fields. Therefore, there is a lot of information that should be processed. To manage this amount of data, some researchers proposed the usage of big data techniques. Big data are a collection of structured and unstructured data incoming with a high speed and large amounts. This paper investigates big data applications in IoT to comprehend the different published approaches using the systematic literature review (SLR) technique. This paper systematically studies the latest research methods on big data in IoT approaches published between 2016 and August 2021. A methodical taxonomy is shown for big data in IoT-related fields consistent with the content of existing articles chosen with the SLR process in this research like healthcare, smart city, algorithms, industry, and general aspects in those environments. The advantages and drawbacks of each paper are presented, with specific proposals for stating their pros and cons open issues and advising possible research challenges in big data implementation in the IoT. The evaluation factors of big data applications in IoT are distributed as follows: security (18%), throughput (17%), cost (17%), energy consumption (15%), reliability (15%), response time (9%), and availability (9%).
引用
收藏
页数:15
相关论文
共 50 条
  • [1] A comprehensive and systematic literature review on the big data management techniques in the internet of things
    Arezou Naghib
    Nima Jafari Navimipour
    Mehdi Hosseinzadeh
    Arash Sharifi
    Wireless Networks, 2023, 29 : 1085 - 1144
  • [2] A comprehensive and systematic literature review on the big data management techniques in the internet of things
    NaghibnAff, Arezou
    Navimipour, Nima Jafari
    Hosseinzadeh, Mehdi
    Sharifi, Arash
    WIRELESS NETWORKS, 2023, 29 (03) : 1085 - 1144
  • [3] Systematic Literature Review on Data Provenance in Internet of Things
    Gultekin, Emrullah
    Aktas, Mehmet S.
    COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2022 WORKSHOPS, PART IV, 2022, 13380 : 31 - 46
  • [4] Data replication techniques in the Internet of Things: a systematic literature review
    Sun, Xianke
    Wang, Gaoliang
    Xu, Liuyang
    Yuan, Honglei
    LIBRARY HI TECH, 2021, 39 (04) : 1121 - 1136
  • [5] Data Aggregation Mechanisms on the Internet of Things: A Systematic Literature Review
    Yousefi, Shamim
    Karimipour, Hadis
    Derakhshan, Farnaz
    INTERNET OF THINGS, 2021, 15
  • [6] A systematic literature review of supply chain decision making supported by the Internet of Things and Big Data Analytics
    Koot, Martijn
    Mes, Martijn R. K.
    Iacob, Maria E.
    COMPUTERS & INDUSTRIAL ENGINEERING, 2021, 154
  • [7] Internet of Things: A systematic Literature Review
    Hashim H.S.
    Hassan Z.B.
    Mohd Drus S.B.
    Informatica (Slovenia), 2022, 46 (08): : 135 - 146
  • [8] Applications of geospatial big data in the Internet of Things
    Silva, Dennis Savio
    Holanda, Maristela
    TRANSACTIONS IN GIS, 2022, 26 (01) : 41 - 71
  • [9] Internet of Things and Its Applications to Smart Campus: A Systematic Literature Review
    Cavus N.
    Mrwebi S.E.
    Ibrahim I.
    Modupeola T.
    Reeves A.Y.
    International Journal of Interactive Mobile Technologies, 2022, 16 (23) : 17 - 35
  • [10] Internet of Things applications: A systematic review
    Asghari, Parvaneh
    Rahmani, Amir Masoud
    Javadi, Hamid Haj Seyyed
    COMPUTER NETWORKS, 2019, 148 : 241 - 261