The Internet of Things and Architectures of Big Data Analytics: Challenges of Intersection at Different Domains

被引:0
|
作者
Fawzy, Dina [1 ]
Moussa, Sherin M. [1 ]
Badr, Nagwa L. [1 ]
机构
[1] Ain Shams Univ, Fac Comp & Informat Sci, Dept Informat Syst, Cairo 11566, Egypt
来源
IEEE ACCESS | 2022年 / 10卷
关键词
Internet of Things; Big Data; Computer architecture; Software engineering; Analytical models; Systematics; Data models; Big data; data mining; IoT; software engineering; DATA AGGREGATION; SPECIAL-ISSUE; SMART HOMES; DATA FUSION; IOT; CLOUD; MANAGEMENT; PLATFORM; MODEL; INTEGRATION;
D O I
10.1109/ACCESS.2022.3140409
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The current exponential advancements in the Internet of Things (IoT) technologies pave a vast intelligent computing platform by integrating smart objects with sensing, processing and communication capabilities. The core element of IoT is the complex big data generated from different interconnected sources at real-time, presenting divergent processing and analysis challenges. Best practices in software engineering have been continuously addressed in IoT technologies to handle such big data efficiently at different domains. Despite of the massive studies dedicated for IoT, no explicit processing architecture is proposed based on real investigation of software engineering concepts and big data analytics characteristics in IoT. This paper provides a systematic literature review for the current state-of-the-art of IoT systems in different domains. The study investigates the current techniques and technologies that serve IoT systems from the big data analytics and software engineering perspectives, revealing a matrix for the specific IoT data features and their encountered challenges and gaps for each domain. The review deduces a proposed domain-independent software architecture for big IoT data analytics, maintaining various IoT data processing challenges, including data scalability, timeliness, heterogeneity, inconsistency, confidentiality and correlations. Finally, the main research gaps are emphasized for future considerations.
引用
收藏
页码:4969 / 4992
页数:24
相关论文
共 50 条
  • [1] The Internet of Things and Architectures of Big Data Analytics: Challenges of Intersection at Different Domains
    Fawzy, Dina
    Moussa, Sherin M.
    Badr, Nagwa L.
    [J]. IEEE Access, 2022, 10 : 4969 - 4992
  • [2] The role of big data analytics in Internet of Things
    Ahmed, Ejaz
    Yaqoob, Ibrar
    Hashem, Ibrahim Abaker Targio
    Khan, Imran
    Ahmed, Abdelmuttlib Ibrahim Abdalla
    Imran, Muhammad
    Vasilakos, Athanasios V.
    [J]. COMPUTER NETWORKS, 2017, 129 : 459 - 471
  • [3] Big data analytics for manufacturing internet of things: opportunities, challenges and enabling technologies
    Dai, Hong-Ning
    Wang, Hao
    Xu, Guangquan
    Wan, Jiafu
    Imran, Muhammad
    [J]. ENTERPRISE INFORMATION SYSTEMS, 2020, 14 (9-10) : 1279 - 1303
  • [4] INTERNET Of THINGS AND Big DATA - CHALLENGES
    Kaul, Lubhna
    Goudar, R. H.
    [J]. PROCEEDINGS OF 2016 ONLINE INTERNATIONAL CONFERENCE ON GREEN ENGINEERING AND TECHNOLOGIES (IC-GET), 2016,
  • [5] A Big Data Analytics Architecture for the Internet of Small Things
    Gohar, Moneeb
    Ahmed, Syed Hassan
    Khan, Murad
    Guizani, Nadra
    Ahmed, Awais
    Rahman, Arif Ur
    [J]. IEEE COMMUNICATIONS MAGAZINE, 2018, 56 (02) : 128 - 133
  • [6] The role of big data analytics in industrial Internet of Things
    Rehman, Muhammad Habib Ur
    Yaqoob, Ibrar
    Salah, Khaled
    Imran, Muhammad
    Jayaraman, Prem Prakash
    Perera, Charith
    [J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2019, 99 : 247 - 259
  • [7] Integration of Cloud, Internet of Things, and Big Data Analytics
    Somani, Gaurav
    Zhao, Xinghui
    Srirama, Satish Narayana
    Buyya, Rajkumar
    [J]. SOFTWARE-PRACTICE & EXPERIENCE, 2019, 49 (04): : 561 - 564
  • [8] Simulation of Internet of Things Network for Big Data Analytics
    Manujakshi, B. C.
    Ramesh, K. B.
    Garg, Lalit
    Shashidhar, T. M.
    [J]. INFORMATION SYSTEMS AND MANAGEMENT SCIENCE, ISMS 2021, 2023, 521 : 37 - 48
  • [9] Internet of vehicle things communication based on big data analytics integrated Internet of things
    Chen, Ruiwei
    Muthu, Bala Anand
    [J]. INTERNATIONAL JOURNAL OF INTERNET PROTOCOL TECHNOLOGY, 2022, 15 (3-4) : 203 - 213
  • [10] Challenges of Internet of Things and Big Data Integration
    Alansari, Zainab
    Anuar, Nor Badrul
    Kamsin, Amirrudin
    Soomro, Safeeullah
    Belgaum, Mohammad Riyaz
    Miraz, Mahdi H.
    Alshaer, Jawdat
    [J]. EMERGING TECHNOLOGIES IN COMPUTING, ICETIC 2018, 2018, 200 : 47 - 55