Increasing Energy Efficiency in Wireless Sensor Networks Using GA-ANFIS to Choose a Cluster Head and Assess Routing and Weighted Trusts to Demodulate Attacker Nodes

被引:8
作者
Al Hayali, Shaymaa [1 ]
Rahebi, Javad [2 ]
Ucan, Osman N. [1 ]
Bayat, Oguz [1 ]
机构
[1] Altinbas Univ, Dept Elect & Comp Engn, TR-34218 Istanbul, Turkey
[2] Univ Turkish Aeronaut Assoc, Dept Elect & Elect Engn, TR-06790 Ankara, Turkey
关键词
Wireless sensor network; Genetic algorithm; Adaptive neuro-fuzzy inference system; Fuzzy; LEACH; PARTICLE SWARM OPTIMIZATION; ALGORITHM; ENCRYPTION; MOBILE; INTERNET; STRATEGY; PROTOCOL; HYBRID; WSNS; SINK;
D O I
10.1007/s10699-019-09593-9
中图分类号
N09 [自然科学史]; B [哲学、宗教];
学科分类号
01 ; 0101 ; 010108 ; 060207 ; 060305 ; 0712 ;
摘要
Demodulating harmful nodes and diminishing the energy waste in sensor nodes can prolong the lifespan of wireless sensor networks (WSNs). In this study, a genetic algorithm (GA) and an adaptive neuro fuzzy inference system were used to diminish the energy waste of sensors. Weighted trust evaluation was applied to search for harmful nodes in the network to prolong the lifespan of WSNs. A low-energy adaptive clustering hierarchy method was used to analyze the results. It was discovered that searching for harmful nodes with GA-ANFIS using weighted trust evaluation significantly increased the lifespan of WSNs. For evaluation of the proposed method we used the mean of energy of all sensors against of the round, data packets received in base station, minimum energy versus rounds and number of alive sensors versus rounds. Also, in this paper we compared the proposed method results with LEACH, LEACH-DT, Random, SIF and GA-Fuzzy methods. As results the proposed method has high life time than other methods. A representation of the overall system was implemented using MATLAB software.
引用
收藏
页码:1227 / 1246
页数:20
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