Parallel cuckoo search for cognitive wireless sensor networks

被引:4
|
作者
Jiang, Tong-Bang [1 ]
Pan, Jeng-Shyang [2 ]
Gu, Yu-Mo [1 ]
Chu, Shu-Chuan [2 ]
机构
[1] Dalian Maritime Univ, Dept Intelligence Sci & Technol, Dalian 116026, Peoples R China
[2] Shandong Univ Sci & Technol, Coll Comp Sci & Engn, Qingdao 266590, Peoples R China
关键词
CWSNs; cognitive wireless sensor networks; limited energy; communication; parallel cuckoo search; cluster heads; PCS-medoids; parallel cuckoo search medoids; energy management; PARTICLE SWARM OPTIMIZATION; ENERGY-EFFICIENT; CLUSTERING SCHEME; ALGORITHM; PREDICTION; COLLECTION; HYBRID; TIME; WSN;
D O I
10.1504/IJSNET.2021.113846
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In cognitive wireless sensor networks (CWSNs), the limited energy of the sensor node is the core defect that restricts its comprehensive network performance. This paper proposes a parallel cuckoo search medoids (PCS-medoids) algorithm to manage the energy consumption in CWSNs efficiently. Firstly, a parallel cuckoo search algorithm (PCS) with communication is proposed to speed up the convergence of CS. Then, the PCS is applied to k-medoids to get cluster heads quickly. Finally, the PCS-medoids is presented to manage the consumption of sensor nodes. First experimental results illustrate that PCS tends to get optimal solutions quickly and accurately compared to CS and PSO. The other experimental results demonstrate that PCS-medoids has advantages over energy management in CWSNs compared to low-energy adaptive clustering hierarchy, LEACH-centralised, and hybrid energy-efficient distributed clustering. Besides, the ad-vantages are more obvious with the increase of sensor nodes in CWSNs.
引用
收藏
页码:193 / 205
页数:13
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