MinerRepu: A Reputation Model for Miners in Blockchain Networks

Akram Alofi, R. Bahsoon, R. Hendley
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引用次数: 2

Abstract

Blockchain technology holds several promises for many application areas; however, it is not without its limitations. One of the most significant weaknesses of blockchain technology is its substantial energy consumption. Many researchers have proposed solutions to reduce the energy demands of this technology - such as the use of alternative consensus algorithms and the use of renewable energy. However, the use of alternative trust and reputation models to improve sustainability (by, for instance, selecting miners based on these trust or reputation values) has not been widely investigated. In this paper, we propose a reputation model that quantifies and compares the trustworthiness of miners based on their behaviours within a blockchain network. The model is evaluated analytically and compared to other trust and reputation models for miners. The evaluation shows that our model fulfils several desirable properties that should always be satisfied by reputation models, whereas other models do not always meet these requirements. In addition, we perform experimental evaluations to represent the performance of our model and its accuracy in detecting malicious miners. We also report the effectiveness of using the model in reducing the energy consumption of blockchain-based systems.
MinerRepu:区块链网络中矿工的声誉模型
区块链技术在许多应用领域都有很多前景;然而,它并非没有局限性。区块链技术最显著的弱点之一是其巨大的能源消耗。许多研究人员提出了减少这种技术的能源需求的解决方案——例如使用替代共识算法和使用可再生能源。然而,使用替代信任和声誉模型来提高可持续性(例如,通过基于这些信任或声誉值选择矿工)尚未得到广泛研究。在本文中,我们提出了一个声誉模型,该模型可以根据矿工在区块链网络中的行为来量化和比较他们的可信度。对该模型进行了分析评估,并与其他矿工信任和声誉模型进行了比较。评估结果表明,我们的模型满足了信誉模型应该始终满足的几个理想属性,而其他模型并不总是满足这些要求。此外,我们还进行了实验评估,以表示我们的模型的性能及其在检测恶意矿工方面的准确性。我们还报告了使用该模型在减少基于区块链的系统的能耗方面的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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