在医疗保健中使用区块链和信任加权权威证明共识机制的物联网数据传输安全性

IF 2.5 4区 计算机科学 Q3 TELECOMMUNICATIONS
Shatakshi Kokate, Urmila Shrawankar
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引用次数: 0

摘要

医疗保健系统产生大量敏感数据,确保其安全性和隐私性仍然是一个重大挑战。为了解决这些问题,已经开发了各种传统解决方案,包括加密技术、访问控制机制和集中式基于云的系统。然而,这些方法经常面临诸如单点故障、有限的可伸缩性以及缺乏分散的信任管理等挑战。像AES和RSA这样的加密方案在计算上是昂贵的,并且本质上不能解决数据完整性或透明性的问题。同时,集中式系统容易出现安全漏洞和第三方漏洞。本文提出了一种基于区块链的解决方案,该解决方案具有信任加权权威证明(PoA)共识机制,以克服这些限制,并确保在支持物联网(IoT)的医疗保健系统中安全传输数据。采用基于密度的带噪声应用空间聚类(DBSCAN)算法对医疗数据进行分类,然后采用霍夫曼编码对数据进行压缩。数据加密使用替换-凯撒密码和更新椭圆曲线加密(UECC)的组合。然后使用一种新的信任加权PoA共识机制进行块验证,提高了数据传输的安全性。该方案的准确率为99.38%,F1分数为98.2%,准确率为98.5%,召回率为98%,吞吐量为65 Mbps,延迟为0.23 s,处理时间为17 s。结果表明,基于区块链的解决方案有效地解决了传统方法的缺点,确保了医疗数据管理的更高安全性、可扩展性和信任度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

IoT Data Transmission Security Using Blockchain With a Trust-Weighted Proof of Authority Consensus Mechanism in Healthcare

IoT Data Transmission Security Using Blockchain With a Trust-Weighted Proof of Authority Consensus Mechanism in Healthcare

Healthcare systems generate vast amounts of sensitive data, and ensuring its security and privacy remains a significant challenge. Various traditional solutions, including encryption techniques, access control mechanisms, and centralized cloud-based systems, have been developed to address these issues. However, these approaches often face challenges such as single points of failure, limited scalability, and lack of decentralized trust management. Encryption schemes such as AES and RSA are computationally expensive and do not inherently address issues of data integrity or transparency. At the same time, centralized systems are prone to security breaches and third-party vulnerabilities. This paper proposes a blockchain-based solution with a trust-weighted proof of authority (PoA) consensus mechanism to overcome these limitations and ensure secure data transmission in the Internet of Things (IoT)-enabled healthcare systems. The Density-based Spatial Clustering of Applications with Noise (DBSCAN) algorithm is employed for healthcare data classification, followed by Huffman encoding for data compression. Data are encrypted using a combination of the Substitution-Caesar cipher and Updated Elliptical Curve Cryptography (UECC). A novel trust-weighted PoA consensus mechanism is then used for block validation, enhancing the security of data transmission. The proposed solution achieves an accuracy of 99.38%, an F1 score of 98.2%, a precision of 98.5%, a recall of 98%, a throughput of 65 Mbps, a latency of 0.23 s, and a processing time of 17 s. The results demonstrate that the blockchain-based solution effectively addresses the shortcomings of traditional methods, ensuring higher security, scalability, and trust in healthcare data management.

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来源期刊
CiteScore
8.90
自引率
13.90%
发文量
249
期刊介绍: ransactions on Emerging Telecommunications Technologies (ETT), formerly known as European Transactions on Telecommunications (ETT), has the following aims: - to attract cutting-edge publications from leading researchers and research groups around the world - to become a highly cited source of timely research findings in emerging fields of telecommunications - to limit revision and publication cycles to a few months and thus significantly increase attractiveness to publish - to become the leading journal for publishing the latest developments in telecommunications
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