BMSE:基于区块链的电子病历多关键词可搜索加密技术

IF 4.1 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Fanfan Shen , Lin Shi , Jun Zhang , Chao Xu , Yong Chen , Yanxiang He
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引用次数: 0

摘要

电子病历(EMR)的存储是一个需要广泛研究的领域,医疗保健系统通常将这项任务委托给云服务提供商(CSP)。通常情况下,CSP 会将加密的 EMR 传输到云服务器上,并采用可搜索的加密方案,以方便检索。然而,集中式 CSP 拥有的巨大权力对患者的个人隐私构成了潜在威胁,因为它可能导致 CSP 和数据用户(如医生)未经授权访问和滥用医疗数据。本文提出了一种基于区块链的多关键字可搜索加密(BMSE)电子病历解决方案。该方案由两部分组成。一方面,我们的解决方案整合了区块链技术,并利用高级加密标准(AES)进行对称数据加密。此外,我们还采用基于属性的加密(ABE)来加密搜索索引。这种方法旨在解决集中式 CSP 权力过大的问题,因为权力过大有可能导致患者隐私泄露。另一方面,我们使用 K-means 算法对文档进行聚类,并使用关键词与文档的相关性得分作为搜索索引,以解决现有多关键词可搜索加密方案效率低的问题。最后,我们通过安全性分析验证了 BMSE 的安全性,实验分析表明 BMSE 提高了搜索效率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
BMSE: Blockchain-based multi-keyword searchable encryption for electronic medical records

The storage of electronic medical records (EMRs) is an area of extensive research, and healthcare systems often delegate this task to cloud service providers (CSP). Typically, CSP transmits the encrypted EMRs to a cloud server with a searchable encryption scheme for easy retrieval. However, the enormous power held by centralized CSP poses a potential threat to patients’ personal privacy, as it can lead to unauthorized access and misuse of medical data by both CSP and data users, such as doctors. This paper proposes a blockchain-based multi-keyword searchable encryption (BMSE) electronic medical record solution. The scheme consists of two parts. On the one hand, our solution involves the integration of blockchain technology and the utilization of advanced encryption standard (AES) for symmetric data encryption. Additionally, we employ attribute-based encryption (ABE) to encrypt the search index. This approach aims to address the issue of excessive power held by centralized CSP, which can potentially result in the compromise of patients’ privacy. On the other hand, we use the K-means algorithm to cluster the documents, and use the relevance score of keywords and documents as the search index to solve the problem of low efficiency of the existing multi-keyword searchable encryption schemes. Finally, we verify the safety of BMSE through safety analysis, and the experimental analysis shows that BMSE improves the search efficiency.

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来源期刊
Computer Standards & Interfaces
Computer Standards & Interfaces 工程技术-计算机:软件工程
CiteScore
11.90
自引率
16.00%
发文量
67
审稿时长
6 months
期刊介绍: The quality of software, well-defined interfaces (hardware and software), the process of digitalisation, and accepted standards in these fields are essential for building and exploiting complex computing, communication, multimedia and measuring systems. Standards can simplify the design and construction of individual hardware and software components and help to ensure satisfactory interworking. Computer Standards & Interfaces is an international journal dealing specifically with these topics. The journal • Provides information about activities and progress on the definition of computer standards, software quality, interfaces and methods, at national, European and international levels • Publishes critical comments on standards and standards activities • Disseminates user''s experiences and case studies in the application and exploitation of established or emerging standards, interfaces and methods • Offers a forum for discussion on actual projects, standards, interfaces and methods by recognised experts • Stimulates relevant research by providing a specialised refereed medium.
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