Induction Radius-Based Hierarchical Flocking Algorithm for UAVs Clustering

被引:0
|
作者
Qiao, Xuhui [1 ]
Xu, Ziqiang [1 ]
Luo, Yanhong [1 ]
Sun, Yifan [1 ]
Liu, Yuxuan [1 ]
机构
[1] Northeastern Univ, Coll Informat Sci & Engn, Shenyang 110819, Peoples R China
关键词
flocking; clustering; formation control; UAVs; CONSENSUS; NETWORKS;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a modified Reynold flocking algorithm is proposed based on the similarity between formation flying of UAVs and the behavior of biological groups. As the number of UAVs increasing, the UAVs far away from the leader cannot get good flocking effects due to time lag and communication failure. Therefore, in order to get better performance, a new hierarchical control approach is firstly developed according to the induction radius of leaders. The UAVs within the leader's induction radius follow the leader, while the UAVs outside the radius follow the second-level UAVs. Then an artificial potential field function is further constructed to keep the UAV separated and aggregated, so that the UAVs can realize the obstacle avoidance. Finally, it is verified by simulation that the UAVs can realize the expected formation under the proposed hierarchical flocking algorithm.
引用
收藏
页码:170 / 176
页数:7
相关论文
共 50 条
  • [31] A Hybrid Differential Evolutionary Algorithm Based on the Hierarchical Clustering
    Fang, Zheng
    Yang, Ming
    Zhang, Guilin
    Guan, Jing
    2016 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2016, : 2367 - 2374
  • [32] Ellipsoids Clustering Algorithm Based on the Hierarchical Division for WSNs
    Ma Shuhua
    Wang Jinkuan
    Liu Zhigang
    2013 32ND CHINESE CONTROL CONFERENCE (CCC), 2013, : 7394 - 7397
  • [33] A Text Classification Algorithm Based on Rocchio and Hierarchical Clustering
    Zeng, Anping
    Huang, Yongping
    ADVANCED INTELLIGENT COMPUTING, 2011, 6838 : 432 - +
  • [34] Research on Hierarchical Clustering Algorithm Based on Cluster Outline
    Meng, Hai-Dong
    Ren, Jing-Pei
    Song, Yu-Chen
    PROCEEDINGS OF INTERNATIONAL CONFERENCE ON SOFT COMPUTING TECHNIQUES AND ENGINEERING APPLICATION, ICSCTEA 2013, 2014, 250 : 1 - 10
  • [35] A hierarchical clustering algorithm based on fuzzy graph connectedness
    Dong, Yihong
    Zhuang, Yueting
    Chen, Ken
    Tai, Xiaoying
    FUZZY SETS AND SYSTEMS, 2006, 157 (13) : 1760 - 1774
  • [36] Local community detection algorithm based on hierarchical clustering
    Zhang, Jianpei
    Zhang, Guijie
    Yang, Jing
    Xin, Yu
    Journal of Information and Computational Science, 2015, 12 (07): : 2805 - 2813
  • [37] DBHC: A DBSCAN-based hierarchical clustering algorithm
    Latifi-Pakdehi, Alireza
    Daneshpour, Negin
    DATA & KNOWLEDGE ENGINEERING, 2021, 135
  • [38] A Hierarchical Clustering Algorithm based on Saturated Neighbor Graph
    Zhu, Qingsheng
    Cheng, Dongdong
    Huang, Jinlong
    2015 INTERNATIONAL CONFERENCE ON INDUSTRIAL INFORMATICS - COMPUTING TECHNOLOGY, INTELLIGENT TECHNOLOGY, INDUSTRIAL INFORMATION INTEGRATION (ICIICII), 2015, : 47 - 50
  • [39] IMAGE RETRIEVAL BASED ON IMPROVED HIERARCHICAL CLUSTERING ALGORITHM
    Zhao, Cai-Yun
    Shi, Bian-Xia
    Zhang, Ming-Xin
    Shang, Zhao-Wei
    PROCEEDINGS OF THE 2010 INTERNATIONAL CONFERENCE ON WAVELET ANALYSIS AND PATTERN RECOGNITION, 2010, : 154 - 157
  • [40] 3D Exploration Priority Based Flocking of UAVs
    Newaz, Abdullah Al Redwan
    Lee, Geunho
    Pratama, Ferdian Adi
    Chong, Nak Young
    2013 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION (ICMA), 2013, : 1534 - 1539