Enhancing medical digital twins within metaverse using blockchain, NFTs and LLMs

IF 6 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS
Ruba Islayem , Ahmad Musamih , Khaled Salah , Raja Jayaraman , Ibrar Yaqoob
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引用次数: 0

Abstract

Medical digital twins (MDTs) are rapidly emerging as transformative tools in healthcare. They provide virtual representations of medical devices and systems that facilitate real-time analysis and enhance decision-making. However, challenges such as secure data management, access control, and the lack of immersive and intelligent patient interactions limit their effectiveness. In this paper, we propose a solution integrating blockchain technology, Non-Fungible Tokens (NFTs), and Large Language Models (LLMs) within a metaverse environment to enhance MDT functionality. Blockchain and NFTs ensure secure ownership and access control, while the metaverse offers an engaging platform for user interaction. An LLM-powered non-player character (NPC) enables intelligent real-time user interactions and personalized insights. We develop two blockchain smart contracts for user registration, NFT ownership, and access control, and utilize decentralized InterPlanetary File System (IPFS) storage for the metaverse, MDT metadata, and interaction logs. We present the system architecture, sequence diagrams, and algorithms, along with the implementation and testing details. We conduct cost, security, and response time analyses to evaluate the smart contracts and LLM performance and compare our solution with existing approaches. We discuss practical implications, as well as challenges and limitations of the proposed solution. Finally, we explore the generalization of our system for various applications. The smart contract code and metaverse files are publicly available on GitHub.
使用b区块链、nft和llm增强元宇宙中的医疗数字双胞胎
医疗数字双胞胎(mdt)正在迅速成为医疗保健领域的变革性工具。它们提供医疗设备和系统的虚拟表示,促进实时分析和加强决策。然而,诸如安全数据管理、访问控制以及缺乏沉浸式和智能的患者交互等挑战限制了它们的有效性。在本文中,我们提出了一个在元环境中集成区块链技术、不可替换令牌(nft)和大型语言模型(llm)的解决方案,以增强MDT功能。区块链和nft确保安全的所有权和访问控制,而元宇宙为用户交互提供了一个引人入胜的平台。llm支持的非玩家角色(NPC)可以实现智能实时用户交互和个性化见解。我们开发了两个区块链智能合约,用于用户注册、NFT所有权和访问控制,并利用去中心化的星际文件系统(IPFS)存储元宇宙、MDT元数据和交互日志。我们介绍了系统架构、序列图和算法,以及实现和测试细节。我们进行成本、安全性和响应时间分析,以评估智能合约和LLM性能,并将我们的解决方案与现有方法进行比较。我们讨论了实际意义,以及所提出的解决方案的挑战和局限性。最后,我们探讨了我们的系统在各种应用中的推广。智能合约代码和元数据文件在GitHub上是公开的。
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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来源期刊
Internet of Things
Internet of Things Multiple-
CiteScore
3.60
自引率
5.10%
发文量
115
审稿时长
37 days
期刊介绍: Internet of Things; Engineering Cyber Physical Human Systems is a comprehensive journal encouraging cross collaboration between researchers, engineers and practitioners in the field of IoT & Cyber Physical Human Systems. The journal offers a unique platform to exchange scientific information on the entire breadth of technology, science, and societal applications of the IoT. The journal will place a high priority on timely publication, and provide a home for high quality. Furthermore, IOT is interested in publishing topical Special Issues on any aspect of IOT.
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