Big Data Processing and Analysis in Internet of Vehicles: Architecture, Taxonomy, and Open Research Challenges

被引:0
|
作者
Ansif Arooj
Muhammad Shoaib Farooq
Aftab Akram
Razi Iqbal
Ashutosh Sharma
Gaurav Dhiman
机构
[1] University of Education,Department of Computer Information Systems
[2] Lahore,School of Electronics and Electrical Engineering
[3] University of Management and Technology,Department of Computer Science
[4] Lahore,undefined
[5] University of the Fraser Valley,undefined
[6] Lovely Professional University,undefined
[7] Government Bikram College of Commerce,undefined
关键词
D O I
暂无
中图分类号
学科分类号
摘要
The extensive progression in the Internet of Vehicles (IoV) and the exponential upsurge in data consumption reflect the importance of big data in IoV. In general, big data has gained a significant attraction in academia and industry to provide valuable business intelligence and evidence-based decisions. This has been a key enabler for the advancement of the Internet of Vehicles (IoV) in which big data can be leveraged for efficient processing and valuable decisions. Moreover, data acquired from connected vehicles, traffic monitoring, social media feeds, and, crowd-sourcing can strengthen urban development and management. The purpose of this study is to synthesize a systematic review of all related research articles from January 2014 to September 2020 in well-alleged venues. We have rigorously surveyed the research papers to understand potential opportunities, methodologies, and challenges of using big data in IoV. This review shows that big data can play a key role in providing sound and valuable predictions and also provide a comprehensive analysis of several methods, tools, and techniques for the use of big data in IoV. Apart from reviewing the state-of-the-art studies of using big data in IoV, a taxonomy of the said also has been proposed. Furthermore, the article outlined and discussed several key challenges in IoV with notable recommendations and open research dimensions for using big data in IoV.
引用
下载
收藏
页码:793 / 829
页数:36
相关论文
共 50 条
  • [41] Sentiment Analysis of Big Data: Methods, Applications, and Open Challenges
    Shayaa, Shahid
    Jaafar, Noor Ismawati
    Bahri, Shamshul
    Sulaiman, Ainin
    Wai, Phoong Seuk
    Chung, Yeong Wai
    Piprani, Arsalan Zahid
    Al-Garadi, Mohammed Ali
    IEEE ACCESS, 2018, 6 : 37807 - 37827
  • [42] Cooperative Fog Computing for Dealing with Big Data in the Internet of Vehicles: Architecture and Hierarchical Resource Management
    Zhang, Wenyu
    Zhang, Zhenjiang
    Chao, Han-Chieh
    IEEE COMMUNICATIONS MAGAZINE, 2017, 55 (12) : 60 - 67
  • [43] INTERNET-OF-THINGS-BASED SMART ENVIRONMENTS: STATE OF THE ART, TAXONOMY, AND OPEN RESEARCH CHALLENGES
    Ahmed, Ejaz
    Yaqoob, Ibrar
    Gani, Abdullah
    Imran, Muhammad
    Guizani, Mohsen
    IEEE WIRELESS COMMUNICATIONS, 2016, 23 (05) : 10 - 16
  • [44] Research challenges of big data
    Younas, Muhammad
    SERVICE ORIENTED COMPUTING AND APPLICATIONS, 2019, 13 (02) : 105 - 107
  • [45] Research challenges of big data
    Muhammad Younas
    Service Oriented Computing and Applications, 2019, 13 : 105 - 107
  • [46] Scalable Graph Processing Frameworks: A Taxonomy and Open Challenges
    Heidari, Safiollah
    Simmhan, Yogesh
    Calheiros, Rodrigo N.
    Buyya, Rajkumar
    ACM COMPUTING SURVEYS, 2018, 51 (03)
  • [47] An Architecture to Analyze Big data in the Internet of Things
    Dinl, Sadia
    Ghayvat, Hemant
    Paul, Anand
    Ahmad, Awais
    Rathore, M. Mazhar
    Shafi, Imran
    2015 9TH INTERNATIONAL CONFERENCE ON SENSING TECHNOLOGY (ICST), 2015, : 677 - 682
  • [48] Internet of Drones Security and Privacy Issues: Taxonomy and Open Challenges
    Yahuza, Muktar
    Idris, Mohd Yamani Idna
    Ahmedy, Ismail Bin
    Wahab, Ainuddin Wahid Abdul
    Nandy, Tarak
    Noor, Noorzaily Mohamed
    Bala, Abubakar
    IEEE ACCESS, 2021, 9 (09): : 57243 - 57270
  • [49] Research progress in location big data analysis and processing
    Guo, C. (guochi@whu.edu.cn), 1600, Editorial Board of Medical Journal of Wuhan University (39):
  • [50] Trends and Challenges in Big Data Processing
    Stoica, Ion
    PROCEEDINGS OF THE VLDB ENDOWMENT, 2016, 9 (13): : 1619 - 1619