通过自然语言处理和实时监控增强区块链的安全性

IF 0.6 Q4 COMPUTER SCIENCE, THEORY & METHODS International Journal of Parallel Emergent and Distributed Systems Pub Date : 2023-11-06 DOI:10.1080/17445760.2023.2272280
Francesco Salzano, Remo Pareschi
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引用次数: 0

摘要

我们描述了通过自然语言处理(NLP)技术执行日志分析并通过REST API启用查询来实现和测试基于区块链的应用程序的安全监控系统。该研究的重点是Hyperledger Fabric框架,这是一个高度可靠和可扩展的私有区块链开源软件平台。实时监控系统用于检测和防范针对网络结构和智能合约的攻击场景,如DDOS、Sybil、Eclipse等。将漏洞分析扩展到检查Docker容器,检测基于网络的攻击。虽然案例研究的重点是超级账本结构,但所使用的技术是通用的,适用于所有基于区块链的系统,并满足为区块链实现提供足够监控能力的需求。
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Enhancing blockchain security through natural language processing and real-time monitoring
We describe implementing and testing a security monitoring system for Blockchain-based applications by performing Log Analysis through natural language processing (NLP) techniques and enabling queries via REST API. The study focuses on the Hyperledger Fabric framework, a highly reliable and scalable open-source software platform for private blockchains. The real-time monitoring system aims to detect and prevent attack scenarios on the network structure and smart contracts, such as DDOS, Sybil, and Eclipse. The vulnerability analysis is extended to inspecting Docker containers to detect network-based attacks. Although the case study focuses on Hyperledger Fabric, the techniques used are general and applicable to all Blockchain-based systems and fulfill the need to provide adequate monitoring capabilities for blockchain implementations.
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CiteScore
2.30
自引率
0.00%
发文量
27
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