A Stable Clustering Algorithm based on Affinity Propagation for VANETs

被引:0
|
作者
Shahwani, Hamayoun [1 ]
Toan Duc Bui [1 ]
Jeong, Jaehoon [2 ]
Shin, Jitae [1 ]
机构
[1] Sungkyunkwan Univ, Sch Elect & Elect Engn, Suwon, South Korea
[2] Sungkyunkwan Univ, Dept Interact Sci, Suwon, South Korea
关键词
Vehicular ad hoc network (VANET); Affinity Propagation (AP); clustering; trajectory; stability; ARCHITECTURE;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper proposes a stable clustering algorithm based on Affinity Propagation (AP) for Vehicular Ad Hoc Networks (VANETs). In VANETs, vehicles share information for the safe and efficient driving by Dedicated Short Range Communications (DSRC). We present a trajectory-based clustering algorithm for VANETs using AP clustering technique. Our proposed algorithm considers vehicle trajectories to form more stable clusters. Simulation results show the better presentation of our algorithm. The performance of proposed algorithm is measured via cluster life time by choosing appropriate cluster head.
引用
收藏
页码:501 / 504
页数:4
相关论文
共 50 条
  • [41] A mobility-aware clustering algorithm to form stable clusters in VANETs on highways
    Department of Communication Engineering, Xiamen University, Xiamen, China
    J. Comput. Inf. Syst., 4 (1287-1294): : 1287 - 1294
  • [42] Affinity propagation clustering algorithm based on large-scale data-set
    Wang L.
    Zheng K.
    Tao X.
    Han X.
    International Journal of Computers and Applications, 2018, 40 (03) : 1 - 6
  • [43] Semi-supervised Affinity Propagation Clustering Algorithm based on Fireworks Explosion ptimization
    Wang Limin
    Han Xuming
    Ji Qiang
    2014 INTERNATIONAL CONFERENCE ON MANAGEMENT OF E-COMMERCE AND E-GOVERNMENT (ICMECG), 2014, : 273 - 279
  • [44] A novel neural network classification model based on covering and Affinity Propagation clustering algorithm
    Li, Hui
    Ding, Shifei
    Journal of Computational Information Systems, 2013, 9 (07): : 2565 - 2573
  • [45] Constraint Rules and Matching Micro-clusters Based Affinity Propagation Clustering Algorithm
    Wang, Li-min
    Zhou, You
    Han, Xu-ming
    Wang, Yi-zhang
    Yu, Jing-lin
    Wang, Shuai
    STUDIES IN INFORMATICS AND CONTROL, 2020, 29 (03): : 353 - 362
  • [46] An improved affinity propagation clustering algorithm based on principal component analysis and variation coefficient
    Han, Xuming, 1600, Inderscience Enterprises Ltd., 29, route de Pre-Bois, Case Postale 856, CH-1215 Geneva 15, CH-1215, Switzerland (07):
  • [47] ADAPTIVE SEMI-SUPERVISED AFFINITY PROPAGATION CLUSTERING ALGORITHM BASED ON STRUCTURAL SIMILARITY
    Wang, Limin
    Ji, Qiang
    Han, Xuming
    TEHNICKI VJESNIK-TECHNICAL GAZETTE, 2016, 23 (02): : 425 - 435
  • [48] A density-adaptive affinity propagation clustering algorithm based on spectral dimension reduction
    Jia, Hongjie
    Ding, Shifei
    Meng, Lingheng
    Fan, Shuyan
    NEURAL COMPUTING & APPLICATIONS, 2014, 25 (7-8): : 1557 - 1567
  • [49] A density-adaptive affinity propagation clustering algorithm based on spectral dimension reduction
    Hongjie Jia
    Shifei Ding
    Lingheng Meng
    Shuyan Fan
    Neural Computing and Applications, 2014, 25 : 1557 - 1567
  • [50] Optimal Preference Detection Based on Golden Section and Genetic Algorithm for Affinity Propagation Clustering
    Jiao, Libin
    Zhang, Guangzhi
    Wang, Shenling
    Mehmood, Rashid
    Bie, Rongfang
    WIRELESS ALGORITHMS, SYSTEMS, AND APPLICATIONS, 2015, 9204 : 253 - 262