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
  • [41] Syncob: Collaborative time synchronization in wireless sensor networks
    Krohn, Albert
    Beigl, Michael
    Decker, Christian
    Riedel, Till
    INSS 07: PROCEEDINGS OF THE FOURTH INTERNATIONAL CONFERENCE ON NETWORKED SENSING SYSTEMS, 2007, : 283 - 290
  • [42] A QoS Data Collection Scheme for Wireless Sensor Networks
    Liao, Wen-Hwa
    Kuai, Ssu-Chi
    2015 SEVENTH INTERNATIONAL CONFERENCE ON UBIQUITOUS AND FUTURE NETWORKS, 2015, : 612 - 617
  • [43] A Secure Mechanism for Data Collection in Wireless Sensor Networks
    Mao, Yuxin
    APPLIED MATHEMATICS & INFORMATION SCIENCES, 2011, 5 (02): : 97 - 103
  • [44] Capacity of Data Collection in Arbitrary Wireless Sensor Networks
    Chen, Siyuan
    Huang, Minsu
    Tang, Shaojie
    Wang, Yu
    IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2012, 23 (01) : 52 - 60
  • [45] Analysis Models of Collection Data in Wireless Sensor Networks
    Galkin, Pavlo
    2016 THIRD INTERNATIONAL SCIENTIFIC-PRACTICAL CONFERENCE PROBLEMS OF INFOCOMMUNICATIONS SCIENCE AND TECHNOLOGY (PIC S&T), 2016, : 233 - 236
  • [46] Fair Data Collection Scheme in Wireless Sensor Networks
    Pang Liaojun
    Li Huixian
    Pei Qingqi
    Liu Nengbin
    Wang Yumin
    CHINA COMMUNICATIONS, 2013, 10 (02) : 112 - 120
  • [47] Improved Structures for Data Collection in Wireless Sensor Networks
    Crowcroft, Jon
    Segal, Michael
    Levin, Liron
    2014 PROCEEDINGS IEEE INFOCOM, 2014, : 1375 - 1383
  • [48] Opportunistic Data Collection in Sparse Wireless Sensor Networks
    Soares, Jorge M.
    Franceschinis, Mirko
    Rocha, Rui M.
    Zhang, Wansheng
    Spirito, Maurizio A.
    EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING, 2011,
  • [49] Adaptive Data Collection Algorithm for Wireless Sensor Networks
    Vahabi, M.
    Rasid, M. F. A.
    Abdullah, R. S. A. R.
    Ghazvini, M. H. F.
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2008, 8 (06): : 125 - 132
  • [50] Data Collection with Multiple Sinks in Wireless Sensor Networks
    Chen, Sixia
    Coolbeth, Matthew
    Dinh, Hieu
    Kim, Yoo-Ah
    Wang, Bing
    WIRELESS ALGORITHMS, SYSTEMS, AND APPLICATIONS, 2009, 5682 : 284 - 294