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Minimizing monetary cost via cloud clone migration in multi-screen cloud social TV system

机译:通过多屏云社交电视系统中的云克隆迁移,将金钱成本降至最低

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The emergence of multi-screen cloud social TV has the potential to transform TV experience, providing a unified media experience across a diverse set of devices at an affordable cost. One key technology to support unified media experience across multiple screens is to instantiate a virtual machine (VM) as a cloud clone of the user, to manage all his/her media outlets (e.g., TV and smartphone), as implemented in our Cloud-Centric Media Network (CCMN). In this case, as the user shifts his attention from one device to another, the cloud clone can migrate to another location for better quality of experience. In this paper, we investigates the problem of cloud-clone migration for the multi-screen social TV application, minimizing its monetary cost. This problem can be cast into the Markov Decision Process (MDP) framework, to balance a trade-off between the migration cost and the transmission cost. Under this framework, we first derive an upper and lower bound for the optimal monetary cost, by considering a fixed placement policy and an offline policy. We then follow up with an online policy using a dynamic programming approach. Our numerical results indicate, up to 10% monetary cost can be saved, by optimally migrating the cloud clone. Moreover, the cost reduction depends on the length of content-delivery path, the data size associated with VM migration, and the user behavior pattern. These insights would offer operational guidelines to deliver cost effective multi-screen social TV services over CCMN, potentially easing its adoption.
机译:多屏云社交电视的出现具有改变电视体验的潜力,可以以可承受的成本在各种设备上提供统一的媒体体验。支持跨多个屏幕的统一媒体体验的一项关键技术是将虚拟机(VM)实例化为用户的云克隆,以管理其所有媒体(例如电视和智能手机),这在我们的Cloud-中央媒体网络(CCMN)。在这种情况下,随着用户将注意力从一台设备转移到另一台设备上,云克隆可以迁移到另一位置以获得更好的体验质量。在本文中,我们研究了多屏幕社交电视应用程序的云克隆迁移问题,从而最大程度地降低了其货币成本。可以将此问题放入“马尔可夫决策过程”(MDP)框架中,以平衡迁移成本和传输成本之间的折衷。在此框架下,我们首先通过考虑固定安置政策和离线政策得出最佳货币成本的上限和下限。然后,我们使用动态编程方法来遵循在线策略。我们的数值结果表明,通过最佳迁移云克隆可以节省多达10%的货币成本。此外,成本降低取决于内容交付路径的长度,与VM迁移相关的数据大小以及用户行为模式。这些见解将提供操作指南,以通过CCMN提供具有成本效益的多屏社交电视服务,从而有可能促进其采用。

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