A Neural Networks-Based Hybrid Routing Protocol for Wireless Mesh Networks

被引:15
作者
Kojic, Nenad [1 ,2 ]
Reljin, Irini [1 ]
Reljin, Branimir [1 ,3 ]
机构
[1] Univ Belgrade, Fac Elect Engn, Digital Image Proc Telemed & Multimedia Lab, Belgrade 11000, Serbia
[2] ICT Coll Vocat Studies, Belgrade 11000, Serbia
[3] Univ Belgrade, Fac Elect Engn, Innovat Ctr, Belgrade 11000, Serbia
关键词
artificial intelligence; Hopfield neural network; MANET; multicriteria optimization; routing protocol; wireless mesh network; COMPUTATION;
D O I
10.3390/s120607548
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
The networking infrastructure of wireless mesh networks (WMNs) is decentralized and relatively simple, but they can display reliable functioning performance while having good redundancy. WMNs provide Internet access for fixed and mobile wireless devices. Both in urban and rural areas they provide users with high-bandwidth networks over a specific coverage area. The main problems affecting these networks are changes in network topology and link quality. In order to provide regular functioning, the routing protocol has the main influence in WMN implementations. In this paper we suggest a new routing protocol for WMN, based on good results of a proactive and reactive routing protocol, and for that reason it can be classified as a hybrid routing protocol. The proposed solution should avoid flooding and creating the new routing metric. We suggest the use of artificial logic-i.e., neural networks (NNs). This protocol is based on mobile agent technologies controlled by a Hopfield neural network. In addition to this, our new routing metric is based on multicriteria optimization in order to minimize delay and blocking probability (rejected packets or their retransmission). The routing protocol observes real network parameters and real network environments. As a result of artificial logic intelligence, the proposed routing protocol should maximize usage of network resources and optimize network performance.
引用
收藏
页码:7548 / 7575
页数:28
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