Genetic Algorithm Based Clustering for Large-Scale Sensor Networks

被引:2
|
作者
Lin, Hai [1 ]
Kong, Ruoshan [1 ]
Liu, Jiali [1 ]
机构
[1] Wuhan Univ, Int Sch Software, Wuhan 430072, Peoples R China
关键词
Clustering; genetic algorithm; interference-free; WSN;
D O I
10.1515/cait-2015-0077
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Despite the success of various clustering algorithms for Wireless Sensor Networks (WSNs), there are few works that consider the interference between clusters. Obviously, interference-free clustering makes the communication more efficient and achieves energy saving. In this paper we propose a new clustering method for large-scale sensor networks. With this method the network is partitioned into clusters. Intra-cluster communication in a cluster has no interference by its neighbor clusters. Moreover, the proposed clustering is based on a Genetic Algorithm (GA), which can achieve optimal performance in terms of the number of isolated nodes. This is demonstrated by the simulation analysis.
引用
收藏
页码:168 / 177
页数:10
相关论文
共 50 条
  • [1] An energy-efficient clustering algorithm for large-scale wireless sensor networks
    Cha, Si-Ho
    Jo, Minho
    ADVANCES IN GRID AND PERVASIVE COMPUTING, PROCEEDINGS, 2007, 4459 : 436 - 446
  • [2] Clustering Algorithm of Hierarchical Structures in Large-Scale Wireless Sensor and Actuator Networks
    Pham Tran Anh Quang
    Kim, Dong-Seong
    JOURNAL OF COMMUNICATIONS AND NETWORKS, 2015, 17 (05) : 473 - 481
  • [3] A Sampling-Based Graph Clustering Algorithm for Large-Scale Networks
    Zhang J.-P.
    Chen H.-C.
    Wang K.
    Zhu K.-J.
    Wang Y.-W.
    Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2019, 47 (08): : 1731 - 1737
  • [4] A distributed clustering algorithm for large-scale dynamic networks
    Thibault Bernard
    Alain Bui
    Laurence Pilard
    Devan Sohier
    Cluster Computing, 2012, 15 : 335 - 350
  • [5] A distributed clustering algorithm for large-scale dynamic networks
    Bernard, Thibault
    Bui, Alain
    Pilard, Laurence
    Sohier, Devan
    CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2012, 15 (04): : 335 - 350
  • [6] A Dynamic and Energy-Efficient Clustering Algorithm in Large-Scale Mobile Sensor Networks
    Ma, Changlin
    Liu, Nian
    Ruan, Yuan
    INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2013,
  • [7] Mobile routing algorithm with dynamic clustering for energy large-scale wireless sensor networks
    Elmonser, Malika
    Ben Chikha, Haithem
    Attia, Rabah
    IET WIRELESS SENSOR SYSTEMS, 2020, 10 (05) : 208 - 213
  • [8] An Improved Niche Chaotic Genetic Algorithm for Low-Energy Clustering Problem in Large-Scale Wireless Sensor Networks
    Tian, Min
    Zhou, Jie
    Lv, Xin
    JOURNAL OF SENSORS, 2018, 2018
  • [9] Double firefly based efficient clustering for large-scale wireless sensor networks
    Sahraoui, Mohamed
    Harous, Saad
    JOURNAL OF SUPERCOMPUTING, 2024, 80 (13): : 19669 - 19695
  • [10] A grid-based clustering method for large-scale wireless sensor networks
    Yan, Bin
    Zhou, Xiaojiao
    Wang, Houjun
    Li, Benliang
    2007 INTERNATIONAL CONFERENCE ON COMMUNICATIONS, CIRCUITS AND SYSTEMS PROCEEDINGS, VOLS 1 AND 2: VOL 1: COMMUNICATION THEORY AND SYSTEMS; VOL 2: SIGNAL PROCESSING, COMPUTATIONAL INTELLIGENCE, CIRCUITS AND SYSTEMS, 2007, : 414 - +