Intelligent blockchain management for distributed knowledge graphs in IoT 5G environments,Transactions on Emerging Telecommunications Technologies

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Intelligent blockchain management for distributed knowledge graphs in IoT 5G environments
Transactions on Emerging Telecommunications Technologies ( IF 2.5 ) Pub Date : 2021-07-27 , DOI: 10.1002/ett.4332
Youcef Djenouri ₁ , Gautam Srivastava ₂ , Asma Belhadi ₃ , Jerry Chun‐Wei Lin ₄

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This article introduces a new problem of distributed knowledge graph, in IoT 5G setting. We developed an end-to-end solution for solving such problem by exploring the blockchain management and intelligent method for producing the better matching of the concepts and relations of the set of knowledge graphs. The concepts and the relations of the knowledge graphs are divided into several components, each of which contains similar concepts and relations. Instead of exploring the whole concepts and the relations of the knowledge graphs, only the representative of these components is compared during the matching process. The framework has outperformed state-of-the-art knowledge graph matching algorithms using different scenarios as input in the experiments. In addition, to confirm the usability of our suggested framework, an in-depth experimental analysis has been done; the results are very promising in both runtime and accuracy.

中文翻译：

物联网5G环境下分布式知识图的智能区块链管理

本文介绍了物联网 5G 设置中分布式知识图谱的一个新问题。我们通过探索区块链管理和智能方法，开发了解决此类问题的端到端解决方案，以更好地匹配知识图谱的概念和关系。知识图谱的概念和关系被分为几个组件，每个组件都包含相似的概念和关系。在匹配过程中，只比较这些组件的代表，而不是探索整个概念和知识图的关系。该框架在实验中使用不同场景作为输入，其性能优于最先进的知识图谱匹配算法。此外，为了确认我们建议的框架的可用性，我们进行了深入的实验分析；结果在运行时间和准确性方面都非常有希望。

更新日期：2021-07-27

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