Minimizing Data Collection Time With Collaborative UAVs in Wireless Sensor Networks

被引:58
|
作者
Wang, Yue [1 ]
Hu, Zhiqun [2 ]
Wen, Xiangming [1 ]
Lu, Zhaoming [1 ]
Miao, Jiansong [1 ]
机构
[1] Beijing Univ Posts & Telecommun, Beijing Key Lab Network Syst Architecture & Conve, Sch Informat & Commun Engn, Beijing 100876, Peoples R China
[2] Hubei Univ, Sch Comp & Informat Engn, Wuhan 430062, Peoples R China
来源
IEEE ACCESS | 2020年 / 8卷 / 08期
基金
中国国家自然科学基金; 北京市自然科学基金;
关键词
Data collection; Wireless sensor networks; Unmanned aerial vehicles; Sensor systems; Task analysis; Data models; UAV; data collection; trajectory optimization; traveling salesman problem; ASSOCIATION; HETNETS;
D O I
10.1109/ACCESS.2020.2996665
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Unmanned aerial vehicle (UAV) data collection is a promising research direction that can be applied to many practical scenarios. Due to the limited energy of sensors in wireless sensor networks (WSN), UAV, which is considered as a mobile fusion center, can effectively prolong the lifetime of sensor via supporting communication with the sensor directly. However, since the UAV & x2019;s energy constrained, it is necessary that multiple UAVs provide data collection to sensors in large areas. In this paper, we consider a scenario where multiple UAVs collect data from a set of two-dimensional distributed sensors. The UAV can communicate with sensors while flying or hovering. The goal is to minimize the total time that all UAVs from data center and return to data center after completing all collection tasks, while giving each sensor a certain amount of data and energy. The problem of minimizing the task completion time of multiple UAVs is still a big challenge. We solve the multi-UAV problem by jointly optimizing UAV-sensor association mechanism and data collection method of UAVs. The numerical results show that the proposed multi-UAV data collection scheme shortens the task completion time.
引用
收藏
页码:98659 / 98669
页数:11
相关论文
共 50 条
  • [21] Distributed Scheduling for Real-Time Data Collection in Wireless Sensor Networks
    Xu, Xiaohua
    Li, Xiang-Yang
    Song, Min
    2013 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2013, : 426 - 431
  • [22] A Data Collection Strategy for Heterogeneous Wireless Sensor Networks Based on Energy Efficiency and Collaborative Optimization
    Cao, Li
    Yue, Yinggao
    Zhang, Yong
    Computational Intelligence and Neuroscience, 2021, 2021
  • [23] A Data Collection Strategy for Heterogeneous Wireless Sensor Networks Based on Energy Efficiency and Collaborative Optimization
    Cao, Li
    Yue, Yinggao
    Zhang, Yong
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2021, 2021
  • [24] Minimizing the Deployment Cost of UAVs for Delay-Sensitive Data Collection in IoT Networks
    Xu, Wenzheng
    Xiao, Tao
    Zhang, Junqi
    Liang, Weifa
    Xu, Zichuan
    Liu, Xuxun
    Jia, Xiaohua
    Das, Sajal K.
    IEEE-ACM TRANSACTIONS ON NETWORKING, 2022, 30 (02) : 812 - 825
  • [25] Adaptive Approximate Data Collection for Wireless Sensor Networks
    Wang, Chao
    Ma, Huadong
    He, Yuan
    Xiong, Shuguagn
    IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2012, 23 (06) : 1004 - 1016
  • [26] A practical framework for data collection in wireless sensor networks
    Hanoun, Samer
    Nahavandi, Saeid
    2008 IEEE International Conference on System of Systems Engineering, SoSE 2008, 2008,
  • [27] Wireless Sensor Networks for Social Network Data Collection
    Stattner, Erick
    Collard, Martine
    Hunel, Philippe
    Vidot, Nicolas
    2011 IEEE 36TH CONFERENCE ON LOCAL COMPUTER NETWORKS (LCN), 2011, : 867 - 874
  • [28] Efficient Reliable Data Collection in Wireless Sensor Networks
    Liu, Ren P.
    Zic, John
    Collings, Iain B.
    Dong, Alex Y.
    Jha, Sanjay
    68TH IEEE VEHICULAR TECHNOLOGY CONFERENCE, FALL 2008, 2008, : 1974 - 1978
  • [29] Opportunistic Data Collection in Sparse Wireless Sensor Networks
    Jorge M. Soares
    Mirko Franceschinis
    Rui M. Rocha
    Wansheng Zhang
    Maurizio A. Spirito
    EURASIP Journal on Wireless Communications and Networking, 2011
  • [30] A Practical Framework for Data Collection in Wireless Sensor Networks
    Hanoun, Samer
    Nahavandi, Saeid
    2008 IEEE INTERNATIONAL CONFERENCE ON SYSTEM OF SYSTEMS ENGINEERING (SOSE), 2008, : 434 - 439