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Virtual CDN Providers: Profit Maximization through Collaboration

机译:虚拟CDN提供商:通过协作实现利润最大化

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The proliferation of mobile devices with ubiquitous Internet access has made content access patterns highly volatile and spatio- temporally varying. At the same time, virtualization techniques have enabled the emergence of virtual Content Delivery Network (vCDN) providers, that bundle together a virtual infrastructure by utilizing storage resources anywhere along the path between the access network and the corresponding data center, where the requested content actually resides. In this context, efficient content placement in the various storage layers depends on accurately estimating content access patterns from the different access networks at any given time. At the same time, different vCDN providers compete against each other to provide low content retrieval latency to their users. However, there are some interesting synergies that might emerge among otherwise competing vCDN providers: (i) host content of another vCDN provider and, (ii) provide own content to the users/customers of other vCDN providers. In this paper, we formulate the overall problem of content placement for multiple vCDN providers that employ collaboration as an overall social-welfare maximization problem. The solution to this problem gives the optimal placement, achievable only in the case of full information. Alleviating the need for full information and considering vCDN providers separately as profit seekers, we also devise a distributed algorithm for content placement by exchanging limited information among them. Extensive simulation experiments show that business collaboration among competing vCDN providers is beneficial, as compared to isolated offerings, and allows them to adapt faster to content pattern changes.
机译:具有无处不在的Internet访问的移动设备的激增使内容访问模式高度易变且时空变化。同时,虚拟化技术使虚拟内容交付网络(vCDN)提供程序的出现成为可能,这些提供程序通过利用访问网络和相应数据中心之间路径上任意位置的存储资源将虚拟基础结构捆绑在一起,其中所请求的内容实际上是在其中居住。在这种情况下,各种存储层中有效的内容放置取决于在任何给定时间准确估计来自不同访问网络的内容访问模式。同时,不同的vCDN提供程序相互竞争,以向其用户提供较低的内容检索延迟。但是,在其他竞争的vCDN提供程序之间可能会出现一些有趣的协同作用:(i)托管另一个vCDN提供程序的内容,以及(ii)向其他vCDN提供程序的用户/客户提供自己的内容。在本文中,我们为使用协作作为整体社会福利最大化问题的多个vCDN提供者制定了内容放置的总体问题。该问题的解决方案提供了最佳的放置位置,只有在信息完整的情况下才可以实现。为减少对完整信息的需求,并将vCDN提供程序分别视为寻求利润的机构,我们还设计了一种分布式的内容放置算法,方法是在它们之间交换有限的信息。大量的模拟实验表明,与独立的产品相比,竞争的vCDN提供商之间的业务合作是有益的,并使他们能够更快地适应内容模式的变化。

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