Energy-efficient unmanned aerial vehicle scanning approach with node clustering in opportunistic networks

被引:9
|
作者
Bacanli, Salih Safa [1 ]
Turgut, Damla [1 ]
机构
[1] Univ Cent Florida, Dept Comp Sci, Orlando, FL 32816 USA
关键词
D O I
10.1016/j.comcom.2020.07.010
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 opportunistic networks are challenging due to their inherent characteristics of intermittent and unreliable communication between nodes. In order to alleviate the communication issues, the unmanned aerial vehicles (UAVs) can be used for delivering packets within the opportunistic networks. This paper investigates how to leverage the UAVs in Unmanned Aerial Vehicle aided Opportunistic Networks (UAON). The UAVs are considered responsible for relaying the messages generated by the nodes on the ground. The simulation study is conducted on the real-world datasets of the nodes moving around Orlando and Korea Advanced Institute of Science & Technology (KAIST). Our proposed approach, State-based Campus Routing (SCR) with Density-based spatial clustering of applications with noise (DBSCAN), meander, random, and random spiral scanning approaches, as well as SCR and Epidemic protocols without UAV usage, have been evaluated on both datasets. The simulation metrics included the success rate, the message delay, the number of packets sent, and the distance traveled by the UAVs. SCR with DBSCAN and meander scan approaches were also tested with two UAVs using the Orlando dataset. Furthermore, spiral density and message creation frequency parameters were evaluated for SCR with DBSCAN protocol on North Carolina State University (NCSU) dataset. The simulation results showed improvements in terms of message delay and success rate when the UAVs were used in an opportunistic network setting. The proposed approach showed around 12% less total number of packets sent by the UAVs and the nodes. Similarly, the message delay distributions of the SCR with the DBSCAN achieve 90% of the message delay results, whereas the message delay distributions of random scanning form only 70% in less than an hour.
引用
收藏
页码:76 / 85
页数:10
相关论文
共 50 条
  • [1] Latency and energy-efficient multi-hop routing protocol for unmanned aerial vehicle networks
    Ateya, Abdelhamied A.
    Muthanna, Ammar
    Gudkova, Irina
    Gaidamaka, Yuliya
    Algarni, Abeer D.
    INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2019, 15 (08)
  • [2] An Energy-Efficient Approach for Large Scale Opportunistic Networks
    Narsani, Hemant Kumar
    Hassan, Syed Ali
    Saleem, Sajid
    2018 IEEE 88TH VEHICULAR TECHNOLOGY CONFERENCE (VTC-FALL), 2018,
  • [3] A Game Theoretic Approach for Mobility Prediction Clustering in Unmanned Aerial Vehicle Networks
    Xing, Na
    Zong, Qun
    Dou, Liqian
    Tian, Bailing
    Wang, Qing
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2019, 68 (10) : 9963 - 9973
  • [4] Unmanned aerial vehicle-assisted energy-efficient data collection scheme for sustainable wireless sensor networks
    Wu, Qiyue
    Sun, Peng
    Boukerche, Azzedine
    COMPUTER NETWORKS, 2019, 165
  • [5] AN ENERGY-EFFICIENT CLUSTERING APPROACH FOR WIRELESS SENSOR NETWORKS
    Chuang, Po-Jen
    Yang, Sheng-Hsiung
    Lin, Chih-Shin
    JOURNAL OF THE CHINESE INSTITUTE OF ENGINEERS, 2009, 32 (07) : 951 - 957
  • [6] Energy-Efficient Unmanned Aerial Vehicle (UAV) Surveillance Utilizing Artificial Intelligence (AI)
    Do, Hai T.
    Truong, Linh H.
    Nguyen, Minh T.
    Chien, Chen-Fu
    Tran, Hoang T.
    Hua, Hoang T.
    Nguyen, Cuong V.
    Nguyen, Hoa T. T.
    Nguyen, Nga T. T.
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2021, 2021
  • [7] Charging Station Placement in Unmanned Aerial Vehicle Aided Opportunistic Networks
    Bacanli, Salih Safa
    Elgeldawi, Enas
    Turgut, Damla
    IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC 2021), 2021,
  • [8] Energy-Efficient Communications in Unmanned Aerial Relaying Systems
    Seng, Shuming
    Yang, Guang
    Li, Xi
    Ji, Hong
    Luo, Changqing
    IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, 2021, 8 (04): : 2780 - 2791
  • [9] Energy-Efficient Cooperative Relaying for Unmanned Aerial Vehicles
    Li, Kai
    Ni, Wei
    Wang, Xin
    Liu, Ren Ping
    Kanhere, Salil S.
    Jha, Sanjay
    IEEE TRANSACTIONS ON MOBILE COMPUTING, 2016, 15 (06) : 1377 - 1386
  • [10] Unmanned Aerial Vehicles in Opportunistic Networks
    Bacanli, Salih Safa
    Turgut, Damla
    2019 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2019,