The Intelligent Mechanism for Data Collection and Data Mining in the Vehicular Ad-Hoc Networks (VANETs) Based on Big-Data-Driven

被引:1
|
作者
Mahmoudian, Mahshad [1 ]
Zanjani, S. Mohammadali [2 ,7 ]
Shahinzadeh, Hossein [3 ]
Kabalci, Yasin [4 ]
Kabalci, Ersan [5 ]
Ebrahimi, Farshad [6 ]
机构
[1] Islamic Azad Univ, Najafabad Branch, Dept Comp Engn, Najafabad, Iran
[2] Islamic Azad Univ, Najafabad Branch, Smart Microgrid Res Ctr, Najafabad, Iran
[3] Amirkabir Univ Technol, Dept Elect Engn, Tehran, Iran
[4] Nigde Omer Halisdemir Univ, Dept Elect Engn, Nigde, Turkiye
[5] Nevsehir Haci Bektas Veli Univ, Dept Elect Engn, Nevsehir, Turkiye
[6] Univ Houston, Dept Elect & Comp Engn, Houston, TX 77004 USA
[7] Islamic Azad Univ, Najafabad Branch, Dept Elect Engn, Najafabad, Iran
关键词
Vehicular ad-hoc networks; Vehicles; Big Data; Hadoop; Map Reduce; Security; Sensors; Traffic Management; Smart Cities; Internet of Things (IoT); Mobile ad-hoc networks; FRAMEWORK; SECURITY;
D O I
10.1109/GPECOM58364.2023.10175794
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
Big data technology has attracted the main attention of researchers in almost all sciences. The Vehicular Ad-Hoc Network (VANET) enables information exchange between vehicles, other devices, and public networks, playing a key role in road safety and intelligent transportation systems. With the proliferation of connected vehicles and the development of novel mobile apps and technologies, VANETs will generate vast quantities of data that need to be transmitted quickly and reliably. Furthermore, analyzing a wide range of data types can enhance VANET's performance. By utilizing big data technologies, the Ad-Hoc Vehicular Network can extract valuable insights from a large amount of operational data, thus improving traffic management processes, including planning, engineering, and operations. VANETs have access to big data during real-time operations. This paper presents VANET features as big data features in the literature, followed by a discussion of methods for utilizing big data to study VANET features. Combining automotive ad networks and big data facilitates the easy management of a large number of driving factors, as the data mining process in big data enables quick decision-making based on statistical analysis or graphical representations of data.
引用
收藏
页码:495 / 500
页数:6
相关论文
共 50 条
  • [1] Chain-based Data Dissemination in Vehicular Ad-hoc Networks (VANETs)
    Ahmad, Abdel-Mehsen
    Idriss, Hanan
    El Mouallem, Aly
    El Bazzal, Zouhair
    2018 SIXTH INTERNATIONAL CONFERENCE ON DIGITAL INFORMATION, NETWORKING, AND WIRELESS COMMUNICATIONS (DINWC), 2018, : 75 - 80
  • [2] Use of Big Data Technology in Vehicular Ad-hoc Networks
    Bedi, Punam
    Jindal, Vinita
    2014 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), 2014, : 1677 - 1683
  • [3] Cluster-based Data Collection Scheme for Vehicular Ad-hoc Networks
    Touil, Abdelali
    Sbai, Asma
    Ghadi, Fattehallah
    SECOND INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING IN DATA SCIENCES (ICDS2018), 2019, 148 : 62 - 69
  • [4] Optimized Strategies for Big Data Offloading in Vehicular Ad-Hoc Networks
    Akyildiz, Talha
    Zeng, Tengchan
    Lee, Yun Ho
    Tonshal, Basavaraj
    Mandavifar, Hessam
    2023 IEEE 97TH VEHICULAR TECHNOLOGY CONFERENCE, VTC2023-SPRING, 2023,
  • [5] Secure Distributed Anonymous Data Collection for Vehicular Ad-Hoc Networks
    Stegall, Jabari
    Wyglinski, Alexander
    2018 IEEE 88TH VEHICULAR TECHNOLOGY CONFERENCE (VTC-FALL), 2018,
  • [6] Collaborative Data Transmission in Vehicular Ad-Hoc Networks
    Lo, Shou-Chih
    Lin, Shan-Jung
    2014 INTERNATIONAL CONFERENCE ON INFORMATION NETWORKING (ICOIN 2014), 2014, : 18 - 22
  • [7] Data dissemination over vehicular ad-hoc networks
    Wang, Zhao-Yang
    Jin, Bei-Hong
    Zhang, Fu-Sang
    Zhang, Li-Feng
    Zhuo, Wei
    Ruan Jian Xue Bao/Journal of Software, 2013, 24 (SUPPL.2): : 50 - 60
  • [8] Performance Evaluation of Data Delivery Mechanism For CognitiveRadio Vehicular And Vehicular Ad-Hoc Networks
    Garg, Deepanshu
    Bali, Rasmeet Singh
    Kaur, Akwinder
    3RD INTERNATIONAL CONFERENCE ON RECENT TRENDS IN COMPUTING 2015 (ICRTC-2015), 2015, 57 : 596 - 605
  • [9] Big Data: An incoming challenge for vehicular ad-hoc networking
    Bourdy, Emilien
    Piamrat, Kandaraj
    Herbin, Michel
    INTERNET TECHNOLOGY LETTERS, 2019, 2 (02)
  • [10] VDCM: A Data Collection Mechanism for Crowd Sensing in Vehicular Ad Hoc Networks
    Yin, Juli
    Wei, Linfeng
    Liu, Zhiquan
    Yang, Xi
    Sun, Hongliang
    Cheng, Yudan
    Mai, Jianbin
    BIG DATA MINING AND ANALYTICS, 2023, 6 (04) : 391 - 403