{"title":"History-based classification of encrypted traffic into QOS class with self-update","authors":"C. Su, K. Jain, S. Vasudevan","doi":"10.1049/icp.2022.0566","DOIUrl":null,"url":null,"abstract":"Traffic flows need to be classified into different Quality of Service (QoS) classes to prioritize traffic according to their QoS. Without proper provision of differentiated service based on QoS requirement of each application, a user's Quality of Experience (QoE) will be poor and communication system resources may not be efficiently utilized. Since encrypted traffic now comprises the majority of the Internet traffic, classification of encrypted traffic is necessary for a satellite broadband system. We propose a novel approach to classify encrypted traffic instantaneously at the start of a traffic flow based on actual measured traffic characteristics. The classification is based on the history which is self-updated when a flow is finished. The approach is also capable of updating classification type at the middle of the flow when the measured traffic characteristics do not match with the history-based classification. The classification type corresponds to a QoS traffic class which is readily amenable to queuing and servicing at a network egress and ingress point.","PeriodicalId":401042,"journal":{"name":"38th International Communications Satellite Systems Conference (ICSSC 2021)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"38th International Communications Satellite Systems Conference (ICSSC 2021)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1049/icp.2022.0566","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Traffic flows need to be classified into different Quality of Service (QoS) classes to prioritize traffic according to their QoS. Without proper provision of differentiated service based on QoS requirement of each application, a user's Quality of Experience (QoE) will be poor and communication system resources may not be efficiently utilized. Since encrypted traffic now comprises the majority of the Internet traffic, classification of encrypted traffic is necessary for a satellite broadband system. We propose a novel approach to classify encrypted traffic instantaneously at the start of a traffic flow based on actual measured traffic characteristics. The classification is based on the history which is self-updated when a flow is finished. The approach is also capable of updating classification type at the middle of the flow when the measured traffic characteristics do not match with the history-based classification. The classification type corresponds to a QoS traffic class which is readily amenable to queuing and servicing at a network egress and ingress point.
需要将流量划分为不同的QoS (Quality of Service)类,根据不同的QoS对流量进行优先级划分。如果不根据每个应用的QoS需求提供差异化的服务,用户的QoE (Quality of Experience)就会很差,通信系统资源也无法得到有效利用。由于加密流量现在构成了互联网流量的大部分,因此对加密流量进行分类对于卫星宽带系统是必要的。我们提出了一种基于实际测量的流量特征在流量开始时即时对加密流量进行分类的新方法。分类基于历史记录,当流完成时,历史记录会自我更新。当实测的流量特征与基于历史的分类不匹配时,该方法还能够在流的中间更新分类类型。分类类型对应于易于在网络出口和入口点进行排队和服务的QoS流量类。