Ban Tae-Won, Lee Woongsup, Ryu Jongyeol
Department of Information and Communication Engineering, Gyeongsang National University, Tongyeong 53064, Korea.
Sensors (Basel). 2020 Oct 31;20(21):6220. doi: 10.3390/s20216220.
As multimedia traffic has been increasing and is expected to grow more sharply, various technologies using caches have been attracting lots of attention. As one breakthrough technology to deal with the explosively growing traffic, exclusive OR (XOR)-based index coding has been widely investigated because it can greatly enhance the efficiency of network resource by reducing the number of transmissions. In this paper, we investigate how to apply XOR-based index coding to large-scaled practical streaming systems for video traffic that accounts for more than 70% of total Internet traffic. Contrary to most previous studies that have focused on theoretical analysis of optimal performance or development of optimal index coding schemes, our study proposes a new XOR coding-based video streaming (XC). We also propose a new grouping algorithm for creating XC groups while guaranteeing the complete backward compatibility of XC with existing streaming schemes such as unicast (UC), multicast (MC), and broadcast (BC). The performance of the proposed scheme is analyzed in two steps. First, the behavior of video contents in caches at clients is modeled as a Markov chain, and the steady-state probabilities and caching probabilities for each piece of video content are derived. Based on the probabilities, the performance of the proposed system is then analyzed in terms of the average number of connections that each client requires in order to receive one video content. Our numerical results show that the proposed video streaming scheme using XC can reduce the average number of transmissions by up to 18%, compared to the conventional scheme.
随着多媒体流量不断增加且预计将更急剧地增长,各种使用缓存的技术已备受关注。作为应对爆炸式增长流量的一项突破性技术,基于异或(XOR)的索引编码已得到广泛研究,因为它可以通过减少传输次数极大地提高网络资源效率。在本文中,我们研究如何将基于XOR的索引编码应用于大规模实际流媒体系统,以处理占互联网总流量70%以上的视频流量。与以往大多专注于最优性能理论分析或最优索引编码方案开发的研究不同,我们的研究提出了一种基于XOR编码的新型视频流(XC)。我们还提出了一种新的分组算法,用于创建XC组,同时确保XC与现有流方案(如单播(UC)、多播(MC)和广播(BC))完全向后兼容。所提方案的性能分两步进行分析。首先,将客户端缓存中视频内容的行为建模为马尔可夫链,并推导每段视频内容的稳态概率和缓存概率。基于这些概率,然后根据每个客户端为接收一个视频内容所需的平均连接数来分析所提系统的性能。我们的数值结果表明,与传统方案相比,所提使用XC的视频流方案可将平均传输次数减少多达18%。