Energy-Efficient, Cluster-Based Routing Protocol for Wireless Sensor Networks Using Fuzzy Logic and Quantum Annealing Algorithm

被引:3
|
作者
Wang, Hongzhi [1 ]
Liu, Ke [1 ]
Wang, Chuhang [2 ]
Hu, Huangshui [1 ]
机构
[1] Changchun Univ Technol, Coll Comp Sci & Engn, Changchun 130012, Peoples R China
[2] Changchun Normal Univ, Coll Comp Sci & Technol, Changchun 130032, Peoples R China
关键词
wireless sensor networks (WSNs); clustering; fuzzy logic; routing; quantum annealing algorithm; SCHEME; WSN;
D O I
10.3390/s24134105
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
The main limitation of wireless sensor networks (WSNs) lies in their reliance on battery power. Therefore, the primary focus of the current research is to determine how to transmit data in a rational and efficient way while simultaneously extending the network's lifespan. In this paper, a hybrid of a fuzzy logic system and a quantum annealing algorithm-based clustering and routing protocol (FQA) is proposed to improve the stability of the network and minimize energy consumption. The protocol uses a fuzzy inference system (FIS) to select appropriate cluster heads (CHs). In the routing phase, we used the quantum annealing algorithm to select the optimal route from the CHs and the base station (BS). Furthermore, we defined an energy threshold to filter candidate CHs in order to save computation time. Unlike with periodic clustering, we adopted an on-demand re-clustering mechanism to perform global maintenance of the network, thereby effectively reducing the computation and overhead. The FQA was compared with FRNSEER, BOA-ACO, OAFS-IMFO, and FC-RBAT in different scenarios from the perspective of energy consumption, alive nodes, network lifetime, and throughput. According to the simulation results, the FQA outperformed all the other methods in all scenarios.
引用
收藏
页数:22
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