Blockchain Technologies in Healthcare System for Real Time Applications Using IoT and Deep Learning Techniques

Alcides Bernardo Tello, Jiuhong Xing, A. L. Patil, Lalitkumar Premchandra Patil, Shabnam Sayyad
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Abstract

Data transparency, flexible access, immutability, privacy, audit, traceability, data provenance, trust, and security are fundamental issues for modern healthcare data management systems. As a promising new technology, blockchain has the potential to enhance healthcare data management functions by boosting data efficiency and guaranteeing trust. The present research looked into the benefits of blockchain technology in healthcare and the challenges that have prevented its widespread implementation so far. Healthcare organisations around the world are using a variety of methods to modernise into more effective, coordinated and user-cantered structures. There is an increase in both human effort and security risks when dealing with massive amounts of data, such as reports and images for each individual. Internet of Things (IoT) solutions in healthcare aim to address these problems by enhancing patient care while reducing costs through more effective use of healthcare resources. However, many different types of intrusion can pose serious risks to IoT devices. In some cases, doctors will insist that their patients use only certain labs or pharmacies, regardless of the quality of the services they provide, simply to increase the doctor's bottom line. Because of this, protecting data is essential when discussing the Internet of Things. To solve these problems, Blockchain technology has emerged as the most reliable method for protecting the privacy of control systems in real time. In this paper, we will introduce a CNN-based healthcare data security framework using the blockchain technique by generating the hash of each data point, which will alert all users of the blockchain network to any unauthorised changes to data or breaches in the supply of medicines.
区块链技术在医疗保健系统中的实时应用,使用物联网和深度学习技术
数据透明、灵活访问、不变性、隐私、审计、可追溯性、数据来源、信任和安全性是现代医疗保健数据管理系统的基本问题。区块链作为一项有前景的新技术,有潜力通过提高数据效率和保证信任来增强医疗数据管理功能。目前的研究调查了区块链技术在医疗保健领域的好处,以及迄今为止阻碍其广泛实施的挑战。世界各地的医疗机构都在使用各种各样的方法来实现现代化,使其成为更有效、更协调、更以用户为中心的结构。在处理大量数据(例如每个人的报告和图像)时,人力和安全风险都会增加。医疗保健领域的物联网(IoT)解决方案旨在通过更有效地利用医疗保健资源来改善患者护理,同时降低成本,从而解决这些问题。然而,许多不同类型的入侵可能对物联网设备构成严重风险。在某些情况下,医生会坚持让他们的病人只使用某些实验室或药店,而不管他们提供的服务质量如何,只是为了增加医生的底线。正因为如此,在讨论物联网时保护数据至关重要。为了解决这些问题,区块链技术已经成为实时保护控制系统隐私的最可靠方法。在本文中,我们将使用区块链技术通过生成每个数据点的哈希来引入基于cnn的医疗保健数据安全框架,这将提醒区块链网络的所有用户注意任何未经授权的数据更改或药品供应中的违规行为。
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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