DLMetaChain: An IoT Data Lake Architecture Based on the Blockchain

Michalis Pingos, Panayiotis Christodoulou, Andreas Andreou
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引用次数: 1

Abstract

Nowadays, the IoT ecosystem is evolving rapidly, with multiple heterogeneous sources producing high volumes of data and processes transforming this data into meaningful or “smart” information. These volumes of data, including IoT data, need to be stored in repositories that can host raw, unprocessed, relational and non-relational types of data, such as Data Lakes. Due to the weakness of metadata management, security & access control is one of the main challenges of Big Data storage architectures as Data Lakes can be replaced without oversight of the contents. Recently, the Blockchain technology has been introduced as an effective solution to build trust between different entities, where trust is either nonexistent or unproven, and to address security and privacy concerns. In this paper we introduce DLMetaChain, an extended Data Lake metadata mechanism that consists of data from heterogeneous data sources which interact with IoT data. The extended mechanism mainly focuses on developing an architecture to ensure that the data in the Data Lake is not modified or altered by taking into advantage the capabilities of the Blockchain.
DLMetaChain:基于区块链的物联网数据湖架构
如今,物联网生态系统正在迅速发展,多个异构来源产生大量数据,并将这些数据转化为有意义或“智能”信息。这些大量的数据,包括物联网数据,需要存储在存储库中,这些存储库可以托管原始的、未处理的、关系的和非关系类型的数据,比如数据湖。由于元数据管理的弱点,安全和访问控制是大数据存储架构的主要挑战之一,因为数据湖可以在不监督内容的情况下进行替换。最近,区块链技术被引入,作为一种有效的解决方案,在不存在信任或未经证明的不同实体之间建立信任,并解决安全和隐私问题。在本文中,我们介绍了DLMetaChain,这是一种扩展的数据湖元数据机制,由来自异构数据源的数据组成,这些数据源与物联网数据交互。扩展机制主要侧重于开发一种架构,以确保数据湖中的数据不会被修改或改变,从而利用区块链的功能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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