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Blockchain based Secure Data Sharing Model

机译:基于区块链的安全数据共享模型

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摘要

There are mainly three traditional data sharing methods. The first is the most direct data copy, the second is to share data based on a data sharing protocol, and the third is to share data through a data center. These methods have a common feature, that is, the data requester will get the data of the data owner. This may cause serious problems in data security, such as data leakage and data abuse. As a data center is a centralized organization, there are risks such as data loss and data tampering. In addition, various countries have also issued a series of policies on data security issues, such as the GDPR implemented by the European Union in 2018. The blockchain technology using a decentralized model can be used as a new attempt to solve the above problems. This paper studies a data sharing scheme based on blockchain, and proposes a model that combines the Ethereum blockchain and federated learning ideas, and uses off-chain storage methods to share data. In this model, users can upload data description information to the blockchain through smart contracts, and can retrieve the required data through keywords, and then send the data identification and data processing model to the data owner in the form of transactions. The data owner can use this model to process the data, and finally return the result to the data requester. Because the data owner is in full control of his data and does not expose the source data to the outside, the use of this model for data sharing can effectively avoid problems such as data leakage, data loss, and data abuse.
机译:主要有三种传统的数据共享方法。第一个是最直接的数据副本,第二个是基于数据共享协议共享数据,第三个是通过数据中心共享数据。这些方法具有共同的功能,即数据请求者将获得数据所有者的数据。这可能导致数据安全性的严重问题,例如数据泄漏和数据滥用。由于数据中心是一个集中组织,存在诸如数据丢失和数据篡改之类的风险。此外,各国还发布了一系列关于数据安全问题的政策,例如2018年欧盟实施的GDP。使用分散模型的区块链技术可以用作解决上述问题的新尝试。本文研究了基于区块链的数据共享方案,并提出了一个模型,该模型结合了Ethereum区块链和联合学习思路,并使用关联存储方法共享数据。在此模型中,用户可以通过智能合同将数据描述信息上传到区块链,并且可以通过关键字检索所需的数据,然后以事务的形式将数据标识和数据处理模型发送到数据所有者。数据所有者可以使用此模型来处理数据,并最终将结果返回到数据请求者。由于数据所有者完全控制他的数据并且没有将源数据暴露到外部,所以使用此模型的数据共享可以有效地避免数据泄漏,数据丢失和数据滥用等问题。

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