3D Terrain Multiobjective Deployment Optimization of Heterogeneous Directional Sensor Networks in Security Monitoring

被引:11
|
作者
Cao, Bin [1 ,2 ,3 ]
Zhao, Jianwei [1 ,2 ,3 ]
Lv, Zhihan [4 ]
Liu, Xin [5 ]
机构
[1] Hebei Univ Technol, Sch Comp Sci & Engn, Tianjin 300401, Peoples R China
[2] Sun Yat Sen Univ, Minist Educ, Key Lab Machine Intelligence & Adv Comp, Guangzhou 510275, Guangdong, Peoples R China
[3] Hebei Prov Key Lab Big Data Calculat, Tianjin 300401, Peoples R China
[4] UCL, Dept Comp Sci, 66-72 Gower St, London WC1E 6EA, England
[5] Hebei Univ Technol, Tianjin 300401, Peoples R China
基金
中国国家自然科学基金;
关键词
Heterogeneous directional sensor networks (HDSNs); non-probabilistic measure; multiobjective optimization algorithms; 3D terrain; SENSING COVERAGE; ALGORITHM; PLACEMENT;
D O I
10.1109/TBDATA.2017.2685581
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The traditional deployment research on wireless sensor networks (WSNs) has mainly focused on 2D plane and 3D full space; also, the sensors considered are almost always omni-directional sensors and are usually homogeneous. However, this type of research cannot fulfill the diverse requirements required for practical 3D environment. We study the deployment problem of heterogeneous directional sensor networks (HDSNs) on 3D terrain, which is more suitable for practical security monitoring requirements and has more practical significance. In this paper, we propose a novel uncertain comprehensive coverage model: a modified 3D directional sensing model is presented, and a non-probabilistic measure based fusion operator is utilized. We transform the deployment problem into a multiobjective optimization problem by comprehensively considering Coverage, Connectivity Uniformity and Deployment Cost, and we use various state-of-the-art multiobjective optimization algorithm based deployment approaches to address it. We conduct deployment experiments on three types of real-world 3D terrain data (plain, hill and mountain). Through the analysis of the deployment results, we obtain a deeper understanding and insight into the multiobjective deployment problem of HDSN. Meanwhile, we more clearly recognize the characteristics of the deployment approaches.
引用
收藏
页码:495 / 505
页数:11
相关论文
共 50 条
  • [21] Sensor Networks Hierarchical Optimization Model for Security Monitoring in High-Speed Railway Transport Hub
    Xie, Zhengyu
    Qin, Yong
    JOURNAL OF SENSORS, 2015, 2015
  • [22] Smooth 3D Path Planning by Means of Multiobjective Optimization for Fixed-Wing UAVs
    Samaniego, Franklin
    Sanchis, Javier
    Garcia-Nieto, Sergio
    Simarro, Raul
    ELECTRONICS, 2020, 9 (01)
  • [23] Parametric Loop Division for 3D Localization in Wireless Sensor Networks
    Ahmad, Tanveer
    Li, Xue Jun
    Seet, Boon-Chong
    SENSORS, 2017, 17 (07):
  • [24] Wireless Sensor Network Deployment of 3D Surface Based on Enhanced Grey Wolf Optimizer
    Wang, Zhendong
    Xie, Huamao
    IEEE ACCESS, 2020, 8 : 57229 - 57251
  • [25] Novel fuzzy clustering scheme for 3D wireless sensor networks
    Dang Thanh Hai
    Le Hoang Son
    Vinh Trong Le
    APPLIED SOFT COMPUTING, 2017, 54 : 141 - 149
  • [26] Fuzzy logic based 3D localization in wireless sensor networks using invasive weed and bacterial foraging optimization
    Sharma, Gaurav
    Kumar, Ashok
    TELECOMMUNICATION SYSTEMS, 2018, 67 (02) : 149 - 162
  • [27] Improving lifetime and network connections of 3D wireless sensor networks based on fuzzy clustering and particle swarm optimization
    Nguyen Thi Tam
    Dang Thanh Hai
    Le Hoang Son
    Le Trong Vinh
    WIRELESS NETWORKS, 2018, 24 (05) : 1477 - 1490
  • [28] A Mahalanobis Surrogate-Assisted Ant Lion Optimization and Its Application in 3D Coverage of Wireless Sensor Networks
    Li, Zhi
    Chu, Shu-Chuan
    Pan, Jeng-Shyang
    Hu, Pei
    Xue, Xingsi
    ENTROPY, 2022, 24 (05)
  • [29] Multiobjective 3-D UAV Movement Planning in Wireless Sensor Networks Using Bioinspired Swarm Intelligence
    Beishenalieva, Aliia
    Yoo, Sang-Jo
    IEEE INTERNET OF THINGS JOURNAL, 2023, 10 (09) : 8096 - 8110
  • [30] An Energy-Efficient Routing Protocol for 3D Wireless Sensor Networks
    Xu, Yun
    Jiao, Wanguo
    Tian, Mengqiu
    IEEE SENSORS JOURNAL, 2021, 21 (17) : 19550 - 19559