利用智能合约辅助本地物联网共享的智能边缘 CDN

IF 3.2 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS
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引用次数: 0

摘要

内容分发网络(CDN)旨在通过使用分布式缓存服务器,减少向终端用户分发内容的延迟。然而,大规模部署和维护缓存服务器非常昂贵。为了解决这个问题,CDN 提供商开发了一种新的内容交付策略:允许终端用户的物联网边缘设备共享其存储/带宽资源。这种新的边缘 CDN 平台必须解决两个核心问题:(1)如何激励终端用户共享物联网设备?(2) 如何为终端用户提供安全透明的内容交易环境?本文介绍了解决这些问题的新型内容交付网络解决方案 SmartSharing。在 SmartSharing 中,终端用户的 OTT 物联网设备被用作小型缓存服务器。为了激励终端用户共享闲置设备和存储/带宽资源,SmartSharing 基于博弈论和机器学习算法(特别是定制的期望最大化(EM)算法)设计了内容交付计划和定价方案。为促进终端用户之间的内容交易,SmartSharing 基于以太坊智能合约创建了一个安全透明的交易平台。此外,SmartSharing 的性能评估是通过现实世界中的跟踪驱动模拟以及使用内容元数据和已实现定价方案的原型进行的。评估结果表明,CDN 提供商、终端用户和内容提供商都能从我们的 SmartSharing 框架中受益。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Intelligent edge CDN with smart contract-aided local IoT sharing
A content delivery network (CDN) aims to reduce the content delivery latency to end-users by using distributed cache servers. Nevertheless, deploying and maintaining cache servers on a large scale is very expensive. To solve this problem, CDN providers have developed a new content delivery strategy: allowing end-users’s IoT edge devices to share their storage/bandwidth resources. This new edge CDN platform must address two core questions: (1) how can we incentivize end users to share IoT devices? (2) how can we facilitate a safe and transparent content transaction environment for end users? This paper introduces SmartSharing, a new content delivery network solution to address these questions. In smartSharing, the over-the-top (OTT) IoT devices belonging to end-users are used as mini-cache servers. To motivate end users to share the idle devices and storage/bandwidth resources, SmartSharing designs the content delivery schedule and the pricing scheme based on game theory and machine learning algorithms (specifically, a tailored expectation-maximization (EM) algorithm). To facilitate content trading among end users, SmartSharing creates a secure and transparent transaction platform based on smart contracts in Ethereum. In addition, SmartSharing’s performance evaluation is through trace-driven simulations in the real world and a prototype using content metadata and the achieved pricing schemes. The evaluation results show that CDN providers, end users and content providers can all benefit from our SmartSharing framework.
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