区块链用于网络安全中的安全和去中心化人工智能:全面回顾

IF 6.9 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Blockchain-Research and Applications Pub Date : 2024-02-29 DOI:10.1016/j.bcra.2024.100193
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引用次数: 0

摘要

随着人工智能(AI)在网络安全领域的应用日益广泛,人们对安全、去中心化的人工智能系统的需求也在增加,以抵御潜在的网络威胁。区块链技术是提高人工智能系统安全性和隐私性的理想方法,因为它提供去中心化和不可变的数据存储。本系统性文献综述重点关注网络安全中区块链技术与分散式人工智能的整合。它对区块链技术和去中心化人工智能在网络安全方面的应用进行了全面的分类,作为研究的起点。本文首先概述了区块链技术及其在网络安全中的可能用途,并分析了其挑战和机遇。研究还涉及去中心化人工智能及其在去中心化人工智能网络安全方面的潜在优势和困难。在此基础上,本研究提供了令人信服的研究结果,强调了区块链技术和去中心化人工智能在网络安全方面的有益关系,有助于深入理解两者的融合。此外,本文还提供了区块链支持的去中心化人工智能在现实世界中的应用,以讨论其在解决网络安全问题方面的实用性。最后,本文讨论了网络安全领域区块链去中心化人工智能的未来研究方向,包括该技术在该领域的潜在应用和影响,强调了网络安全领域区块链去中心化人工智能在增强人工智能系统的安全性、隐私性和信任度方面的潜力。
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Blockchain for secure and decentralized artificial intelligence in cybersecurity: A comprehensive review

As the use of artificial intelligence (AI) grows within the field of cybersecurity, so does the demand for secure and decentralized AI systems to protect against potential cyber threats. Blockchain technology has emerged as the ideal approach for increasing both the security and privacy of AI systems since it provides decentralized and immutable data storage. This systematic literature review focuses on the integration of blockchain technology with decentralized AI within cybersecurity. It provides a comprehensive taxonomy of blockchain technology and decentralized AI for cybersecurity, serving as the starting point for the study. This paper begins with an overview of blockchain technology and its possible uses in cybersecurity and also analyzes its challenges and opportunities. Decentralized AI is also covered in the study, along with its potential advantages and difficulties in decentralized AI cybersecurity. Building on that foundation, this study provides convincing findings highlighting the beneficial relationships between blockchain technology and decentralized AI for cybersecurity, contributing to a nuanced comprehension of their integration. Moreover, it offers real-world uses of blockchain-enabled, decentralized AI to discuss its usefulness in tackling cybersecurity concerns. Finally, this paper discusses future research directions for blockchain-enabled decentralized AI in cybersecurity, including potential applications and implications of this technology in the field, emphasizing the potential of blockchain-enabled decentralized AI in cybersecurity to enhance security, privacy, and trust in AI systems.

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来源期刊
CiteScore
11.30
自引率
3.60%
发文量
0
期刊介绍: Blockchain: Research and Applications is an international, peer reviewed journal for researchers, engineers, and practitioners to present the latest advances and innovations in blockchain research. The journal publishes theoretical and applied papers in established and emerging areas of blockchain research to shape the future of blockchain technology.
期刊最新文献
Partial pre-image attack on Proof-of-Work based blockchains Dual-blockchain based multi-layer grouping federated learning scheme for heterogeneous data in industrial IoT How can the holder trust the verifier? A CP-ABPRE-based solution to control the access to claims in a Self-Sovereign-Identity scenario Privacy-preserving pathological data sharing among multiple remote parties Prism blockchain enabled Internet of Things with deep reinforcement learning
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