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一种用于数据空间中资产安全交换的去中心化架构:以SEDIMARK为例。

A decentralised architecture for secure exchange of assets in data spaces: The case of SEDIMARK.

作者信息

Duriakova Erika, O'Reilly-Morgan Diarmuid, Bahri Maroua, Costalonga Maxime, Danciu Gabriel, Nechifor Septimiu, Jarcau Stefan-Cristian, Elsaleh Tarek, Wu Peipei, Gall Franck Le, Koutantos Grigorios, Vlacheas Panagiotis, Sánchez Luis, Santana Juan Ramón, Sotres Pablo, Tragos Elias

机构信息

Insight Research Ireland Centre for Data Analytics, Beech Hill, University College Dublin, Belfield, Dublin 4, Ireland.

Sorbonne Université, CNRS, LIP6, Inria, 75005, Paris, France.

出版信息

Data Brief. 2025 Jun 10;61:111757. doi: 10.1016/j.dib.2025.111757. eCollection 2025 Aug.

Abstract

The European Union's (EU) data strategy aims to create a single market for seamless data flow while ensuring proper governance, privacy, and data protection. In this paper, we present SEDIMARK, an EU project, that builds on this strategy by developing a fully decentralised, secure data marketplace. The goal of SEDIMARK is to build a complete toolbox that enables users to purchase and process data assets. The toolbox includes tools for data cleaning, decentralised machine learning models and secure data exchange. SEDIMARK offers users full control over data assets by enabling them to keep their data locally and thus removing the need for central servers. With customisable pipelines and tools, SEDIMARK supports a wide range of users, from novices to experts, promoting seamless collaboration and fair access to high-quality datasets across Europe. The decentralised connectivity in SEDIMARK is achieved with the use of Distributed Ledger Technology (DLT). Furthermore, SEDIMARK's architecture features a unique Connector component using Self Sovereign Identities (SSI), fostering trust and secure interactions. Transactions in SEDIMARK are stored in a Registry, a decentralised, immutable, non-repudiable and permissionless database. Together the technologies used in SEDIMARK ensure privacy, trust and data quality for secure management, sharing, and monetisation of assets in data spaces.

摘要

欧盟的数据战略旨在创建一个实现无缝数据流的单一市场,同时确保适当的治理、隐私和数据保护。在本文中,我们介绍了欧盟的一个项目SEDIMARK,该项目基于这一战略,通过开发一个完全去中心化的安全数据市场来推进。SEDIMARK的目标是构建一个完整的工具箱,使用户能够购买和处理数据资产。该工具箱包括数据清理工具、去中心化机器学习模型和安全数据交换工具。SEDIMARK通过让用户将数据保存在本地,从而无需中央服务器,为用户提供对数据资产的完全控制权。凭借可定制的管道和工具,SEDIMARK支持从新手到专家的广泛用户群体,促进整个欧洲的无缝协作以及对高质量数据集的公平访问。SEDIMARK中的去中心化连接是通过使用分布式账本技术(DLT)实现的。此外,SEDIMARK的架构具有一个使用自主身份(SSI)的独特连接器组件,促进信任和安全交互。SEDIMARK中的交易存储在一个注册表中,这是一个去中心化、不可变、不可否认且无需许可的数据库。SEDIMARK中使用的这些技术共同确保了数据空间中资产安全管理、共享和货币化的隐私、信任和数据质量。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b75a/12266505/196d05fe1c1f/gr1.jpg

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