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A Review on Blockchain Technology, Current Challenges, and AI-Driven Solutions
ACM Computing Surveys ( IF 23.8 ) Pub Date : 2024-10-24 , DOI: 10.1145/3700641 Moetez Abdelhamid, Layth Sliman, Raoudha Ben Djemaa, Guido Perboli
ACM Computing Surveys ( IF 23.8 ) Pub Date : 2024-10-24 , DOI: 10.1145/3700641 Moetez Abdelhamid, Layth Sliman, Raoudha Ben Djemaa, Guido Perboli
Blockchain provides several advantages, including decentralization, data integrity, traceability, and immutability. However, despite its advantages, blockchain suffers from significant limitations, including scalability, resource greediness, governance complexity, and some security related issues. These limitations prevent its adoption in mainstream applications. Artificial Intelligence (AI) can help addressing some of these limitations. This survey provides a detailed overview of the different blockchain AI-based optimization and improvement approaches, tools and methodologies proposed to meet the needs of existing systems and applications with their benefits and drawbacks. Afterwards, the focus is on suggesting AI-based directions where to address some of the fundamental limitations of blockchain.
中文翻译:
区块链技术、当前挑战和 AI 驱动解决方案综述
区块链具有多种优势,包括去中心化、数据完整性、可追溯性和不变性。然而,尽管具有优势,但区块链仍存在重大限制,包括可扩展性、资源贪婪、治理复杂性和一些与安全相关的问题。这些限制阻止了它在主流应用程序中的采用。人工智能 (AI) 可以帮助解决其中一些限制。该调查详细概述了为满足现有系统和应用程序的需求而提出的不同基于区块链 AI 的优化和改进方法、工具和方法,以及它们的优缺点。之后,重点是建议基于 AI 的方向,以解决区块链的一些基本限制。
更新日期:2024-10-24
中文翻译:
区块链技术、当前挑战和 AI 驱动解决方案综述
区块链具有多种优势,包括去中心化、数据完整性、可追溯性和不变性。然而,尽管具有优势,但区块链仍存在重大限制,包括可扩展性、资源贪婪、治理复杂性和一些与安全相关的问题。这些限制阻止了它在主流应用程序中的采用。人工智能 (AI) 可以帮助解决其中一些限制。该调查详细概述了为满足现有系统和应用程序的需求而提出的不同基于区块链 AI 的优化和改进方法、工具和方法,以及它们的优缺点。之后,重点是建议基于 AI 的方向,以解决区块链的一些基本限制。