私有和公共区块链框架在边缘计算系统中预测低血压的有效性

Dharani D, A. K
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引用次数: 0

摘要

. 智能医疗保健系统在当前物联网设备与边缘计算的集成研究中发挥着最重要的作用。采用区块链技术保证记录事务的不变性。它被用来创建一个分散的边缘计算市场,没有一个单一的控制点。以太坊框架是一个分布式的公共区块链网络,使用工作量证明(PoW)和状态证明(PoS)等共识算法来达成关于当前状态的共识,从而确保数据的不变性。它用于为公共网络社区开发开源的去中心化应用程序。医疗信息系统中的某些数据是敏感的,甚至可能不会向同行透露。私有区块链的集成对于限制某些敏感领域(如医疗保健领域)记录的可访问性至关重要。Hyperledger Sawtooth是一个企业、私有和开源的区块链平台,为企业创建分布式网络。它使用运行时间证明(PoET)作为内部共识机制。以太坊和锯齿都是通过分散的应用程序识别和实现的。尽管私有和公共区块链框架具有特定的潜在好处,但它们的工作机制因各种参数而有所不同。该系统旨在通过在边缘计算系统中使用平均动脉压对低血压进行预测分析,评估私人和公共区块链网络的工作效率。该系统还集成了同态加密方案,以确保患者检测报告的真实性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The Effectiveness of Private and Public Blockchain Frameworks for Predicting Hypotension in Edge Computing Systems
. The Smart Health care system plays a most predominant role in the current research for the integration of IoT devices with Edge Computing. Blockchain technology is used to ensure immutability of the recorded transaction. It is used to create a decentralized edge computing marketplace, without a single control point. Ethereum Framework is a distributed public Blockchain network uses consensus algorithms such as Proof of Work (PoW) and Proof of State (PoS) to reach consensus about the current state, thus ensuring immutability of data. It is used for developing open-source decentralized applications for public network communities. Certain data in healthcare information system is sensitive and it might not be revealed even to the co-peers. Integration of private Blockchain is essential for limiting the accessibility of records in certain sensitive domains like healthcare. Hyperledger Sawtooth is an enterprise, private and open source Blockchain platform to create distributed networks for enterprises. It uses Proof of Elapsed Time (PoET) as internal consensus mechanism. Both Ethereum and Sawtooth are identified and implemented with a decentralized application. Though the private and public blockchain frameworks have specific potential benefits, their working mechanisms differ from each other depending on various parameters. The system aimed at evaluating the working efficiency of private and public Blockchain networks upon implementing the predictive analysis of hypotension using Mean Arterial Pressure in Edge computing system. The system also integrates Homomorphic Encryption schemes to ensure authenticity of the patient's test report.
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