Energy Aware Cluster-Based Routing in Flying Ad-Hoc Networks

被引:102
|
作者
Aadil, Farhan [1 ]
Raza, Ali [1 ]
Khan, Muhammad Fahad [1 ]
Maqsood, Muazzam [1 ]
Mehmood, Irfan [2 ]
Rho, Seungmin [3 ]
机构
[1] COMSATS Inst Informat Technol, Dept Comp Sci, Attock 43600, Pakistan
[2] Sejong Univ, Dept Software, Seoul 143747, South Korea
[3] Sungkyul Univ, Dept Media Software, Anyang 430742, South Korea
基金
新加坡国家研究基金会;
关键词
FANET; routing; clustering; transmission range optimization; energy optimization; FANETS; MODELS;
D O I
10.3390/s18051413
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Flying ad-hoc networks (FANETs) are a very vibrant research area nowadays. They have many military and civil applications. Limited battery energy and the high mobility of micro unmanned aerial vehicles (UAVs) represent their two main problems, i.e., short flight time and inefficient routing. In this paper, we try to address both of these problems by means of efficient clustering. First, we adjust the transmission power of the UAVs by anticipating their operational requirements. Optimal transmission range will have minimum packet loss ratio (PLR) and better link quality, which ultimately save the energy consumed during communication. Second, we use a variant of the K-Means Density clustering algorithm for selection of cluster heads. Optimal cluster heads enhance the cluster lifetime and reduce the routing overhead. The proposed model outperforms the state of the art artificial intelligence techniques such as Ant Colony Optimization-based clustering algorithm and Grey Wolf Optimization-based clustering algorithm. The performance of the proposed algorithm is evaluated in term of number of clusters, cluster building time, cluster lifetime and energy consumption.
引用
收藏
页数:16
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