DWH-DIM:基于区块链的数据仓库分散式完整性验证模型

Jeroen Bergers, Zeshun Shi, Ken Korsmit, Zhiming Zhao
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引用次数: 2

摘要

数据操纵通常被认为是工业应用中的一个严重问题,因为数据篡改可能导致不准确的财务报告甚至企业安全危机。公司数据的正确表示对于公司的核心业务流程至关重要,这也是政府和投资者所要求的。然而,当前的解决方案——第三方审计——是昂贵的,并且不能完全信任。在本文中,我们提出了数据仓库分散完整性模型(DWH-DIM)来验证数据仓库的完整性并取代当前的流程。为了解决现有分布式完整性验证模型无法处理GDPR和受可扩展性限制的挑战,我们的模型使用分布式文件系统来存储可用于完整性验证任务的属性。区块链进一步确认文件的真实性。基于所提出的模型,我们给出了DWH-DIM工具的详细实现。使用一个用例和几个基准测试该实现。实验结果表明,该模型是可行的,能够满足证书仓库数据的需求。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
DWH-DIM: A Blockchain Based Decentralized Integrity Verification Model for Data Warehouses
Data manipulation is often considered a serious problem in industrial applications as data tampering can lead to inaccurate financial reporting or even a corporate security crisis. A correct representation of company data is essential for the companies' core business processes and is requested by governments and investors. However, the current solution, third-party auditing, is expensive and cannot be fully trusted. In this paper, we present the Data Warehouse Decentralized Integrity Model (DWH-DIM) to validate the integrity of the data warehouse and replace the current process. To address the challenge that the existing distributed integrity verification models cannot handle GDPR and are limited by scalability, our model uses a distributed file system to store attributes that can be used for the integrity verification task. The blockchain further confirms the authenticity of the files. Based on the proposed model, we present a detailed implementation of the DWH-DIM tool. The implementation is tested with a use case and several benchmarks. Experimental results demonstrate that our proposed model is feasible and meets the requirement for certificate warehouse data.
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