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Predicting Multimedia Traffic in Wireless Networks: A Performance Evaluation of Cognitive Techniques

机译:预测无线网络中的多媒体流量:认知技术的性能评估

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摘要

Traffic engineering in networking is defined as the process that incorporates sophisticated methods in order to ensure optimization and high network performance. One of the most constructive tools employed by the traffic engineering concept is the traffic prediction. Having in mind the heterogeneous traffic patterns originated by various modern services and network platforms, the need of a robust, cognitive, and error-free prediction technique becomes even more pressing. This work focuses on the prediction concept as an autonomous, functional, and efficient process, where multiple cutting-edge methods are presented, modeled, and thoroughly assessed. To this purpose, real traffic traces have been captured, including multiple multimedia traffic flows, so as to comparatively assess widely used methods in terms of accuracy.ud
机译:网络中的流量工程定义为包含复杂方法以确保优化和高网络性能的过程。交通工程概念使用的最具建设性的工具之一是交通预测。考虑到由各种现代服务和网络平台产生的异构流量模式,对鲁棒,认知和无错误的预测技术的需求变得更加迫切。这项工作着重于将预测概念作为一种自主,功能和高效的过程,在此过程中,将提出,建模和彻底评估多种前沿方法。为此,已捕获了包括多个多媒体流量在内的实际流量跟踪,以便从准确性方面比较评估广泛使用的方法。 ud

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