CoopEdge:一个去中心化的基于区块链的协作边缘计算平台

Liang Yuan, Qiang He, Siyu Tan, Bo Li, Jiangshan Yu, Feifei Chen, Hai Jin, Yun Yang
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引用次数: 79

摘要

边缘计算(EC)最近作为一种新的计算范式出现,为用户提供低延迟服务。边缘服务器由于物理大小有限,计算资源有限,当它们独立运行时,不能总是及时处理所有传入的计算任务。他们通常需要通过同伴卸载进行合作。边缘服务器由不同的利益相关者部署和管理,在不受信任的环境中运行。信任和激励是挑战它们之间协同计算的两个主要问题。欧共体环境中的另一个独特挑战是以分散的方式促进信任和激励。为了系统地解决这些挑战,本文提出了一种新的基于区块链的去中心化平台CoopEdge来驱动和支持协作边缘计算。在CoopEdge上,一个边缘服务器可以发布一个计算任务供其他边缘服务器竞争。获胜者将根据其声誉从候选边缘服务器中选出。之后,边缘服务器之间达成共识,记录区块链上任务执行的性能。我们实现了基于Hyperledger锯齿的CoopEdge,并在模拟EC环境中针对基线和两种最先进的实现进行了实验评估。结果验证了CoopEdge的有效性和性能。
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CoopEdge: A Decentralized Blockchain-based Platform for Cooperative Edge Computing
Edge computing (EC) has recently emerged as a novel computing paradigm that offers users low-latency services. Suffering from constrained computing resources due to their limited physical sizes, edge servers cannot always handle all the incoming computation tasks timely when they operate independently. They often need to cooperate through peer-offloading. Deployed and managed by different stakeholders, edge servers operate in a distrusted environment. Trust and incentive are the two main issues that challenge cooperative computing between them. Another unique challenge in the EC environment is to facilitate trust and incentive in a decentralized manner. To tackle these challenges systematically, this paper proposes CoopEdge, a novel blockchain-based decentralized platform, to drive and support cooperative edge computing. On CoopEdge, an edge server can publish a computation task for other edge servers to contend for. A winner is selected from candidate edge servers based on their reputations. After that, a consensus is reached among edge servers to record the performance in task execution on blockchain. We implement CoopEdge based on Hyperledger Sawtooth and evaluate it experimentally against a baseline and two state-of-the-art implementations in a simulated EC environment. The results validate the usefulness of CoopEdge and demonstrate its performance.
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