Multi-Connectivity for Multicast Video Streaming in Cellular Networks

Network Pub Date : 2024-05-06 DOI:10.3390/network4020009
Sadaf ul Zuhra, P. Chaporkar, A. Karandikar, H. V. Poor
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Abstract

The escalating demand for high-quality video streaming poses a major challenge for communication networks today. Catering to these bandwidth-hungry video streaming services places a huge burden on the limited spectral resources of communication networks, limiting the resources available for other services as well. Large volumes of video traffic can lead to severe network congestion, particularly during live streaming events, which require sending the same content to a large number of users simultaneously. For such applications, multicast transmission can effectively combat network congestion while meeting the demands of all the users by serving groups of users requesting the same content over shared spectral resources. Streaming services can further benefit from multi-connectivity, which allows users to receive content from multiple base stations simultaneously. Integrating multi-connectivity within multicast streaming can improve the system resource utilization while also providing seamless connectivity to multicast users. Toward this end, this work studied the impact of using multi-connectivity (MC) alongside wireless multicast for meeting the resource requirements of video streaming. Our findings show that MC substantially enhances the performance of multicast streaming, particularly benefiting cell-edge users who often experience poor channel conditions. We especially considered the number of users that can be simultaneously served by multi-connected multicast systems. It was observed that about 60% of the users that are left unserved under single-connectivity multicast are successfully served using the same resources by employing multi-connectivity in multicast transmissions. We prove that the optimal resource allocation problem for MC multicast is NP-hard. As a solution, we present a greedy approximation algorithm with an approximation factor of (1−1/e). Furthermore, we establish that no other polynomial-time algorithm can offer a superior approximation. To generate realistic video traffic patterns in our simulations, we made use of traces from actual videos. Our results clearly demonstrate that multi-connectivity leads to significant enhancements in the performance of multicast streaming.
蜂窝网络多播视频流的多连接性
对高质量视频流不断升级的需求给当今的通信网络带来了重大挑战。满足这些对带宽要求极高的视频流服务对通信网络有限的频谱资源造成了巨大负担,同时也限制了其他服务的可用资源。大量的视频流量会导致严重的网络拥塞,尤其是在需要同时向大量用户发送相同内容的直播流媒体活动期间。对于此类应用,组播传输可通过共享频谱资源为请求相同内容的用户组提供服务,从而有效解决网络拥塞问题,同时满足所有用户的需求。流媒体服务还可进一步受益于多连接功能,它允许用户同时接收来自多个基站的内容。在组播流媒体中集成多连接功能可以提高系统资源利用率,同时还能为组播用户提供无缝连接。为此,这项工作研究了在使用无线组播的同时使用多连接(MC)对满足视频流资源要求的影响。我们的研究结果表明,MC 大大提高了组播流媒体的性能,特别是使经常遇到恶劣信道条件的小区边缘用户受益匪浅。我们特别考虑了多连接组播系统可同时服务的用户数量。我们观察到,在单连接组播条件下,约有 60% 的用户得不到服务,而在组播传输中采用多连接条件后,这些用户可以使用相同的资源得到服务。我们证明了 MC 组播的最优资源分配问题是 NP 难题。作为解决方案,我们提出了一种近似系数为 (1-1/e) 的贪婪近似算法。此外,我们还证明没有其他多项式时间算法能提供更好的近似值。为了在仿真中生成真实的视频流量模式,我们使用了实际视频的轨迹。我们的结果清楚地表明,多连接性显著提高了组播流媒体的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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