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An Artificial Intelligence System for QoS and QoE Guarantee in IoT using Software Defined Networks

شروع موضوع توسط AdMiN ‏20/6/18 در انجمن SDN

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  1. Administrator
    AdMiN
    هیات مدیره
    تاریخ عضویت:
    ‏3/10/13
    ارسال ها:
    2,225
    تشکر شده:
    316
    Multimedia traffic has drastically grown in the last few years. In addition, some of the last paradigms proposed, like the Internet of Things (IoT), adds new types of traffic and applications. Software Defined Networks (SDNs) improve the capability of network management. Combined with SDN, artificial intelligence (AI) can provide solutions to network problems based on classification and estimation techniques. In this paper, we propose an artificial intelligence system for detecting and correcting errors in multimedia transmission in a surveillance IoT environment connected through a SDN. The architecture, algorithm and messages of the SDN are detailed. The AI system design is described and the test-bed and the dataset are explained. The AI module consists of two different parts. The first one is a classifying part, which detects the type of traffic that is sent through the network. The second part is an estimator that informs the SDN controller on which kind of action should be executed to guarantee the Quality of Service (QoS) and Quality of Experience (QoE). Results show that with the actions performed by the network, problems like jitter and losses can be reduced.​
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