基于poc的移动区块链挖掘中存储卸载的博弈论方法

Suhan Jiang, Jie Wu
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引用次数: 3

摘要

容量证明(PoC)是区块链共识工作证明的环保替代方案,因为它根据矿工的存储而不是计算来确定采矿权。在PoC中,对于每个块,矿工在其专用存储的一部分上执行哈希。在所有矿工中想出最小哈希值的矿工将赢得区块。由于移动设备存储空间的限制,对讲还没有应用到移动应用中。存储卸载是一种可行的解决方案,它允许矿工将挖掘的所有文件卸载到云存储中。在每一轮挖矿中,矿工可以决定是在他的本地设备上挖矿还是在云虚拟机(VM)上挖矿。自挖矿不需要额外的费用,但会导致下载延迟,这将降低获胜的机会。云挖掘没有延迟,但会给虚拟机带来成本。这种延迟成本权衡要求每个矿工确定自我挖矿和云挖矿之间的比例,以最大化他的效用。我们将矿工之间的相互作用建模为非合作博弈,并建立纳什均衡问题来研究卸载对矿工效用的影响。我们分析了均衡的存在性和唯一性,并提出了一种实现均衡的分布式算法。此外,我们将结果扩展到非均匀延迟,因为矿工可能选择不同的网络设置,例如5G, 4G或3G。通过对Burstcoin进行数值评估和试验台实验,证明了存储卸载的可行性,并验证了所提出的模型和理论结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A game-theoretic approach to storage offloading in PoC-based mobile blockchain mining
Proof of Capacity (PoC) is an eco-friendly alternative to Proof of Work for consensus in blockchains since it determines mining rights based on miners' storage rather than computation. In PoC, for every block, a miner executes hashing on part of his dedicated storage. The miner that comes up with the smallest hash value among all miners will win the block. PoC has yet to be applied to mobile applications, due to the storage limitation of mobile devices. Storage offloading can be a viable solution that allows miners to offload mining all files to a cloud storage. In each mining round, a miner can decide whether to mine on his local device or by a cloud virtual machine (VM). Self-mining requires no extra cost but it incurs download delay, which will reduce the chance of winning. Cloud-mining experiences no delay but it brings cost on VMs. This delay-cost tradeoff challenges each miner to determine a ratio between self-mining and cloud-mining to maximize his utility. We model interactions among miners as a non-cooperative game and formulate a Nash equilibrium problem to investigate the effects of offloading on miners' utilities. We analyze the existence and uniqueness of equilibrium and propose a distributed algorithm to achieve the equilibrium in a uniform-delay setting. Further, we extend our results to non-uniform delays since miners may choose different network settings, e.g. 5G, 4G, or 3G. Both numerical evaluation and testbed experiments on Burstcoin are conducted to show the feasibility of storage offloading and to validate the proposed models and theoretical results.
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