文章基本信息

标题：A New QoS-Aware Routing Protocol for MANET Using Artificial Neural Network
本地全文：下载
作者：Srivastava, Prakash ; Kumar, Rakesh
期刊名称：Journal of Computing and Information Technology
印刷版ISSN：1330-1136
电子版ISSN：1846-3908
出版年度：2016
卷号：24
期号：3
页码：221-235
DOI：10.20532/cit.2016.1002643
语种：English
出版社：SRCE - Sveučilišni računski centar
摘要：The explosive growth of Internet leads to increased diversity of applications. Multimedia applications, which are delay sensitive and include telephony, videoconferencing etc. can benefit from this approach to satisfy their QoS routing requirement. Existing route discovery involves estimation of delay at every mobile node which involves calculation of queueing delay as well as contention delay. However, it is a complex procedure but it is required in fulfilling QoS routing requirements in MANET. Artificial neural networks are emerging as a promising technology which can be applied in networking field, simulating human mind in learning from experiences.We have utilized the capability of artificial neural networks (ANN) for accurate prediction of end-to-end packet delay in MANET. Existing link failure strategy involves frequent route discoveries which incur high routing overhead and increased end-to-end delay. In this paper, efficient link failure recovery is also incorporated by utilizing multiple alternate paths in case of link failure, which is determined through signal intensity level and link expiration metric to provide link failure prediction before it breaks up.The proposed methodology has been implemented in a computer simulation. Results show that our approach has been found outperforming to existing approaches and has the potential to be applied in real world scenarios.
关键词：MANET; QoS routing; neural networks; link failure