A Comparative Survey of VANET Clustering Techniques

被引:314
|
作者
Cooper, Craig [1 ]
Franklin, Daniel [2 ]
Ros, Montserrat [3 ]
Safaei, Farzad [1 ]
Abolhasan, Mehran [2 ]
机构
[1] Univ Wollongong, ICT Res Inst, Wollongong, NSW 2500, Australia
[2] Univ Technol Sydney, Sch Comp & Commun, Broadway, NSW 2007, Australia
[3] Univ Wollongong, Sch Elect Comp & Telecommun Engn, Wollongong, NSW 2500, Australia
来源
关键词
Clustering; VANET; comparative analysis; AD HOC NETWORKS; ALGORITHM; MOBILE; CHALLENGES; STABILITY; PROTOCOLS; DESIGN; SCHEME;
D O I
10.1109/COMST.2016.2611524
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A vehicular ad hoc network (VANET) is a mobile ad hoc network in which network nodes are vehicles-most commonly road vehicles. VANETs present a unique range of challenges and opportunities for routing protocols due to the semi-organized nature of vehicular movements subject to the constraints of road geometry and rules, and the obstacles which limit physical connectivity in urban environments. In particular, the problems of routing protocol reliability and scalability across large urban VANETs are currently the subject of intense research. Clustering can be used to improve routing scalability and reliability in VANETs, as it results in the distributed formation of hierarchical network structures by grouping vehicles together based on correlated spatial distribution and relative velocity. In addition to the benefits to routing, these groups can serve as the foundation for accident or congestion detection, information dissemination and entertainment applications. This paper explores the design choices made in the development of clustering algorithms targeted at VANETs. It presents a taxonomy of the techniques applied to solve the problems of cluster head election, cluster affiliation, and cluster management, and identifies new directions and recent trends in the design of these algorithms. Additionally, methodologies for validating clustering performance are reviewed, and a key shortcomingthe lack of realistic vehicular channel modeling-is identified. The importance of a rigorous and standardized performance evaluation regime utilizing realistic vehicular channel models is demonstrated.
引用
收藏
页码:657 / 681
页数:25
相关论文
共 50 条
  • [41] TECHNIQUES FOR MEASURING THE STABILITY OF CLUSTERING - A COMPARATIVE-STUDY
    RAGHAVAN, VV
    IP, MYL
    LECTURE NOTES IN COMPUTER SCIENCE, 1983, 146 : 209 - 237
  • [42] Applications of Clustering Techniques in Data Mining: A Comparative Study
    Faizan, Muhammad
    Zuhairi, Megat F.
    Ismail, Shahrinaz
    Sultan, Sara
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2020, 11 (12) : 146 - 153
  • [43] Comparative study of clustering techniques for the organization of software repositories
    Veras, Ronaldo C.
    Meira, Silvio R. L.
    Oliveira, Adriano L. I.
    Melo, Bruno J. M.
    19TH IEEE INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE, VOL I, PROCEEDINGS, 2007, : 210 - +
  • [44] Comparative Analysis of Store Clustering Techniques in the Retail Industry
    Agarwal, Kanika
    Jain, Prateek
    Rajnayak, Mamta
    PROCEEDINGS OF THE 8TH INTERNATIONAL CONFERENCE ON DATA SCIENCE, TECHNOLOGY AND APPLICATIONS (DATA), 2019, : 65 - 73
  • [45] Comparative study of clustering techniques for the organization of software repositories
    Center of Informatics, Federal University of Pernambuco
    不详
    Proc. Int. Conf. Tools Artif. Intell. ICTAI, (210-214):
  • [46] VANET security -Analysis and survey
    Mathew, Nice
    Uma, V.
    2018 INTERNATIONAL CONFERENCE ON CONTROL, POWER, COMMUNICATION AND COMPUTING TECHNOLOGIES (ICCPCCT), 2018, : 100 - 106
  • [47] Survey of Cognitive Radio VANET
    He, Xinxin
    Shi, Weisen
    Luo, Tao
    KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 2014, 8 (11): : 3837 - 3859
  • [48] A Survey and Comparative Study of Data Deduplication Techniques
    Malhotra, Jyoti
    Bakal, Jagdish
    2015 INTERNATIONAL CONFERENCE ON PERVASIVE COMPUTING (ICPC), 2015,
  • [49] Comparative Survey on Single Password Authentication Techniques
    Doganay, Cansu
    Kupcu, Alptekin
    2020 INTERNATIONAL CONFERENCE ON INFORMATION SECURITY AND CRYPTOLOGY (ISCTURKEY 2020), 2020, : 5 - 10
  • [50] Efficient Clustering of Visible Light Communications in VANET
    Chen, Yu-Yen
    Wang, Pi-Chung
    INVENTIONS, 2023, 8 (04)