Wireless sensor network node deployment based on multi-objective immune algorithm

被引:4
|
作者
Li, Shanshan [1 ]
机构
[1] Huaihua Univ, Coll Elect & Informat Engn, Huaihua 418000, Hunan, Peoples R China
关键词
wireless sensor network; WSN; node deployment algorithm; multi-objective immune algorithm; network coverage; energy consumption;
D O I
10.1504/IJIPT.2018.091539
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Wireless sensor network (WSN) is made up of a large number of low-cost wireless sensor nodes, which can collect all types of data in its lifetime. Node deployment of WSN is a NP complete problem, and it can significantly influence the network coverage and energy consumption in WSN. In this paper, we try to exploit multi-objective immune algorithm to solve the node deployment problem in WSN. The proposed node deployment algorithm aims to maximise the degree of network coverage and minimise the energy consumption. In the proposed multi-objective immune algorithm, each antibody refers to a candidate solution in node deployment process, and the antibodies are randomly initialised with a specific range. In addition, we design a fitness function by two ranking modes. Finally, experiments are conducted to test the performance of the proposed algorithm. Particularly, we use some typical performance metric in this experiment, such as coverage degree, energy consumption, and maximum moved distance. Experimental results demonstrate that the proposed can both enhance the network coverage degree and reduce the energy consumption by minimising the moved distance.
引用
收藏
页码:12 / 18
页数:7
相关论文
共 50 条
  • [21] A node screening algorithm for wireless sensor network based on threshold measurement
    Wu, Bin
    Yi, Xiao
    Zhao, Dongning
    INTERNATIONAL JOURNAL OF INFORMATION AND COMPUTER SECURITY, 2022, 17 (3-4) : 424 - 437
  • [22] On Maximizing the Coverage and Network Lifetime in Wireless Sensor Networks Through Multi-Objective Metaheuristics
    Rao A.N.
    Naik R.
    Devi N.
    Journal of The Institution of Engineers (India): Series B, 2021, 102 (1) : 111 - 122
  • [23] Efficient configuration for multi-objective QoS optimization in wireless sensor network
    Mazloomi, Neda
    Gholipour, Majid
    Zaretalab, Arash
    AD HOC NETWORKS, 2022, 125
  • [24] Mobility aware multi-objective routing in wireless multimedia sensor network
    Rachana Borawake-Satao
    Rajesh Prasad
    Multimedia Tools and Applications, 2019, 78 : 32659 - 32677
  • [25] Mobility aware multi-objective routing in wireless multimedia sensor network
    Borawake-Satao, Rachana
    Prasad, Rajesh
    MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 78 (23) : 32659 - 32677
  • [26] Performance evaluation of an energy efficient clustering algorithm based on heterogeneous node deployment in a wireless sensor network
    Gupta, Sourav
    Anand, Sushant
    Kumar, Mohit
    Asheer, Sarah
    Kumar, Sanjeet
    2018 CONFERENCE ON INFORMATION AND COMMUNICATION TECHNOLOGY (CICT'18), 2018,
  • [27] RMOWOA: A Revamped Multi-Objective Whale Optimization Algorithm for Maximizing the Lifetime of a Network in Wireless Sensor Networks
    Dwivedi, Bhanu
    Patro, Bachu Dushmanta Kumar
    INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING, 2024, 52 (5-6) : 325 - 366
  • [28] An efficient multi-objective evolutionary algorithm for energy-aware QoS routing in wireless sensor network
    Su, Sheng
    Yu, Haijie
    Wu, Zhenghua
    INTERNATIONAL JOURNAL OF SENSOR NETWORKS, 2013, 13 (04) : 208 - 218
  • [29] Moia: Multi-objective immune algorithm
    Luh, GC
    Chueh, CH
    Liu, WW
    ENGINEERING OPTIMIZATION, 2003, 35 (02) : 143 - 164
  • [30] Energy efficient coverage control in wireless sensor networks based on multi-objective genetic algorithm
    Jia, Jie
    Chen, Jian
    Chang, Guiran
    Tan, Zhenhua
    COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2009, 57 (11-12) : 1756 - 1766