Solving target coverage problem in directional sensor networks with ability to adjust sensing range using continuous learning automata

被引:0
|
作者
Qarehkhani, Azam [1 ]
Golsorkhtabaramiri, Mehdi [1 ]
Mohamadi, Hosein [2 ]
Tabari, Meisam Yadollahzadeh [1 ]
机构
[1] Islamic Azad Univ, Dept Comp Engn, Babol Branch, Babol, Iran
[2] Islamic Azad Univ, Dept Comp Engn, Azadshahr Branch, Azadshahr, Iran
关键词
Directional sensor networks; continuous learning automata; target-coverage; cover set formation; HEURISTIC METHODS; LIFETIME; ALGORITHM;
D O I
10.3233/JIFS-210759
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Directional sensor networks (DSNs) are classified under wireless networks that are largely used to resolve the coverage problem. One of the challenges to DSNs is to provide coverage for all targets in the network and, at the same time, to maximize the lifetime of network. Asolution to this problem is the adjustment of the sensors' sensing ranges. In this approach, each sensor adjusts its own sensing range dynamically to sense the corresponding target(s) and decrease energy consumption as much as possible through forming the best cover sets possible. In the current study, a continuous learning automata-based method is proposed to form such cover sets. To assess the proposed algorithm's performance, it was compared to the results obtained from a greedy algorithm and a learning automata algorithm. The obtained results demonstrated the superiority of the proposed algorithm regarding the maximization of the network lifetime.
引用
收藏
页码:6831 / 6844
页数:14
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