Enhancing Railway Network Security and Privacy With Blockchain and Attribute-Based Encryption

IF 9.1 1区 工程技术 Q1 ENGINEERING, CIVIL
Farooq Ahmed;Teng Zhou;Hazrat Bilal;Neeraj Kumar;Abdullah Mohammed Almuhaideb;Sarra Ayouni
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引用次数: 0

Abstract

Railway systems are gradually adopting Internet of Things (IoT) and artificial intelligence (AI)-driven technologies to improve operational efficiency, implement preventive maintenance, and enable real-time monitoring. However, this technological shift has raised significant challenges for security, privacy, and data integrity. As cloud-based infrastructure is susceptible to unauthorized access, manipulation, and breach of confidentiality, there is an urgent demand for a secure and efficient data-sharing platform. Traditional architecture predominantly focuses on the aviation and automotive sectors, leaving the implementation of AI in railway networks relatively unexplored despite their essential role in urban and inter-city transportation infrastructure. This paper presents a blockchain-based system for secure data sharing in railway networks. This framework implements ciphertext-policy attribute-based encryption (CP-ABE) and an Intel SGX-based trusted execution environment to manage and prevent unauthorized data access. The proposed system implements smart contracts to facilitate secure data sharing and access control, thereby enhancing railway data security. Our experimental evaluation reveals that the proposed system improves efficiency, authentication speed, and cost-effectiveness. The results show a 27% reduction in computational cost, a 4% decrease in authentication time, an 8% improvement in peer-to-peer connection establishment, and a 23% decline in data sharing expenses. These improvements strike a balance between security, efficiency, and accessibility, thereby optimizing real-time railway operations.
利用区块链和基于属性的加密增强铁路网络的安全性和保密性
铁路系统正逐步采用物联网(IoT)和人工智能(AI)驱动的技术,以提高运营效率,实施预防性维护,并实现实时监控。然而,这种技术转变对安全性、隐私性和数据完整性提出了重大挑战。由于基于云的基础设施容易受到未经授权的访问、操纵和违反机密性的影响,因此迫切需要一个安全高效的数据共享平台。传统建筑主要集中在航空和汽车领域,尽管人工智能在城市和城际交通基础设施中发挥着重要作用,但它在铁路网络中的实施却相对未被探索。本文提出了一种基于区块链的铁路网络安全数据共享系统。该框架实现了基于密文策略属性的加密(CP-ABE)和基于Intel sgx的可信执行环境,以管理和防止未经授权的数据访问。建议的系统实施智能合约,以促进安全的数据共享和访问控制,从而提高铁路数据的安全性。我们的实验评估表明,该系统提高了效率,认证速度和成本效益。结果表明,计算成本降低了27%,身份验证时间减少了4%,点对点连接建立提高了8%,数据共享费用降低了23%。这些改进在安全性、效率和可及性之间取得了平衡,从而优化了实时铁路运营。
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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来源期刊
IEEE Transactions on Intelligent Transportation Systems
IEEE Transactions on Intelligent Transportation Systems 工程技术-工程:电子与电气
CiteScore
14.80
自引率
12.90%
发文量
1872
审稿时长
7.5 months
期刊介绍: The theoretical, experimental and operational aspects of electrical and electronics engineering and information technologies as applied to Intelligent Transportation Systems (ITS). Intelligent Transportation Systems are defined as those systems utilizing synergistic technologies and systems engineering concepts to develop and improve transportation systems of all kinds. The scope of this interdisciplinary activity includes the promotion, consolidation and coordination of ITS technical activities among IEEE entities, and providing a focus for cooperative activities, both internally and externally.
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