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Blockchain-Enhanced Distributed Cache Management for Top-Level Domain Resolution Optimization 面向顶级域名解析优化的区块链增强分布式缓存管理
Pub Date : 2025-10-04 DOI: 10.1049/blc2.70024
Lianjie Song, Xueshan Lin

In the current Internet era, whether the domain name system (DNS) can achieve efficient resolution is of great significance for optimizing user experience and promoting global development. However, the existing DNS architectures have flaws in dealing with network service latency and ensuring their own robustness. Based on this, this study constructs a blockchain-based distributed domain master architecture, aiming to optimize the resolution effect of top-level domains (TLDs). As internet service latency continues to pose severe challenges to user experience and global development, the demand for accelerated DNS resolution always exists. Although local caching has always been helpful in improving DNS efficiency, how to ensure the integrity of cached records is a tricky problem. The new architecture proposed in this study adopts a consortium blockchain framework, allowing nodes to freely enter and exit. Consensus is reached through the 3R-PBFT algorithm, strengthening system security. Focusing on the top-level domains of.com and.net, an in-depth exploration is conducted on the effect of locally deployed caches on resolution time, highlighting the key value of TLD caches in enhancing the DNS resolution speed. Experimental results show that the local cache implemented through the consortium blockchain architecture can not only improve the security of the cache but also reduce the latency of DNS resolution.

在当前互联网时代,域名系统(DNS)能否实现高效解析,对于优化用户体验、促进全球发展具有重要意义。然而,现有的DNS架构在处理网络服务延迟和保证自身鲁棒性方面存在缺陷。基于此,本研究构建了基于区块链的分布式域主架构,旨在优化顶级域的解析效果。随着互联网服务延迟不断给用户体验和全球发展带来严峻挑战,对DNS加速解析的需求一直存在。尽管本地缓存一直有助于提高DNS效率,但如何确保缓存记录的完整性是一个棘手的问题。本研究提出的新架构采用联合体区块链框架,允许节点自由进出。通过3R-PBFT算法达成共识,增强系统安全性。以“。com”和“。net”顶级域名为例,深入探讨了本地部署缓存对解析时间的影响,突出了TLD缓存在提高DNS解析速度方面的关键价值。实验结果表明,通过财团区块链架构实现的本地缓存不仅可以提高缓存的安全性,还可以降低DNS解析的延迟。
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引用次数: 0
Reinforcing Cloud Attack Tolerance on a Large Scale: Advanced Blockchain Technologies With Hierarchical Risk and Smart Contracts 大规模增强云攻击容忍度:具有分层风险和智能合约的先进区块链技术
Pub Date : 2025-09-24 DOI: 10.1049/blc2.70023
Faiza Benmenzer, Rachid Beghdad, Alaa Eddine Khalfoune

The distributed denial of service (DDoS) attacks represent a real danger on cloud computing systems, the existing security approaches have notable limitations such as centralization, lack of adaptability and scalability, and focusing on detection over mitigation. In this paper, we present a novel blockchain-based system to enhance attack tolerance of cloud systems against DDoS attacks by integrating a hierarchical risk-based cloud attack tolerance mechanism with smart contracts, The proposed approach ensures comprehensive threat detection and mitigation by estimating risks at all three layers: local, cluster, and global dynamically using Dempster–Shafer theory. Simulations validated the superiority of our approach compared to similar systems in terms of availability, attack detection rate, and packet loss metrics in large-scale cloud simulation of 10,000 nodes. The results demonstrate that our system not only improves security but also maintains service quality under high-intensity attack scenarios. Additionally, the implementation of our blockchain architecture shows significant scalability and cost-efficiency, thus, confirming its suitability for large cloud deployments. Furthermore, the reliability of the smart contracts against potential threats were confirmed by a formal security analysis using the Echidna tool.

分布式拒绝服务(DDoS)攻击对云计算系统构成了真正的威胁,现有的安全方法存在明显的局限性,例如集中化、缺乏适应性和可扩展性,以及侧重于检测而不是缓解。在本文中,我们提出了一种新的基于区块链的系统,通过将基于分层风险的云攻击容忍机制与智能合约集成来增强云系统对DDoS攻击的容忍度,所提出的方法通过使用Dempster-Shafer理论动态估计所有三层的风险来确保全面的威胁检测和缓解:本地、集群和全局。仿真验证了我们的方法在10,000个节点的大规模云模拟中的可用性,攻击检测率和数据包丢失指标方面与类似系统相比的优越性。结果表明,在高强度攻击场景下,系统不仅提高了安全性,而且保持了服务质量。此外,区块链架构的实现显示了显著的可伸缩性和成本效率,从而证实了它适合大型云部署。此外,使用Echidna工具进行的正式安全分析证实了智能合约对潜在威胁的可靠性。
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引用次数: 0
Guest Editorial: Blockchain Evolution: Architecture and Applications 嘉宾评论:区块链演进:架构和应用
Pub Date : 2025-08-21 DOI: 10.1049/blc2.70022
Hao Guo, Wanxin Li

As a disruptive technology, blockchain has attracted widespread attention from academia and industry. However, current blockchain technologies still suffer from many severe problems, for example, insufficient trust and security, vulnerability to attacks, low efficiency, poor scalability, low throughput, high energy consumption, privacy leakage, and the inability to remove dishonest or harmful information once it has been recorded. Hence, blockchain evolution is urgently demanded, including its fundamental architecture, consensus mechanism, and new applications. The recent advances in artificial intelligence have offered opportunities to detect anomalies and optimise resources. The evolution of blockchain in architecture, intelligence, and consensus protocol will further extend its applications to broader fields. The current special issue is focused on research ideas, articles and experimental studies related to ‘Blockchain Evolution: Architecture and Applications’ for learning, analysing, and forecasting the various aspects of blockchain.

In this special issue, we have received 12 papers, all of which underwent peer review. Of the 12 originally submitted papers, three have been accepted and nine have been ‘rejected with referral,’ that is, they did not meet the IET Blockchain criteria for publication. Thus, the overall submissions were of high quality, which marks the success of this special issue.

The three eventually accepted papers can be clustered into three main categories, namely theoretical, applications and case studies. The papers in the first category introduce innovations in Ethereum cost optimisation in Layer 2 rollups via EIP-4844, including gas efficiency and economic analysis, to provide solutions for gas costs and system design. The paper in this category is by Dyade et al. The second category of paper designs a system for the blockchain-based intelligent disbursement in national scholarship portal. The paper in this category is by Samu et al. The last category proposes a case study for the adoption of blockchain-based cryptocurrency as a payment method in Saudi Arabia. The paper in this category is by Alrehaili et al. A brief presentation of each of the papers in this special issue follows.

Dyade et al. introduce a comprehensive gas efficiency and economic analysis of EIP-4844's impact on Layer 2 rollups, providing mathematical models, simulation results and architectural diagrams to illustrate the improvements in gas costs and system design. EIP-4844 is poised to drive significant improvements in the efficiency, performance and cost-effectiveness of Ethereum Layer 2 rollups, paving the way for a more scalable and economically viable blockchain ecosystem. Access the full paper using the following link: https://ietresearch.onlinelibrary.wiley.com/doi/full/10.1049/blc2.70014

Samu et al. propose a blockchain-based scholarship module to address these challenges and automate the entire scholarship pro

区块链作为一项颠覆性技术,已经引起了学术界和工业界的广泛关注。但是,目前的区块链技术仍然存在许多严重的问题,如信任和安全性不足、易受攻击、效率低、可扩展性差、吞吐量低、能耗高、隐私泄露、不诚实或有害信息被记录后无法删除等。因此,迫切需要区块链的发展,包括其基本架构,共识机制和新的应用。人工智能的最新进展为检测异常和优化资源提供了机会。区块链在架构、智能、共识协议等方面的发展将进一步扩展其应用到更广泛的领域。本期特刊聚焦于与“b区块链演化:架构与应用”相关的研究思路、文章和实验研究,用于学习、分析和预测区块链的各个方面。本期特刊共收到12篇论文,均经过同行评议。在最初提交的12篇论文中,3篇被接受,9篇被“推荐拒绝”,也就是说,它们不符合IET区块链的发表标准。因此,所有的投稿都是高质量的,这标志着本期特刊的成功。三篇最终被接受的论文可以分为三大类,即理论、应用和案例研究。第一类的论文通过EIP-4844介绍了以太坊在第2层聚合中成本优化的创新,包括燃气效率和经济分析,为燃气成本和系统设计提供解决方案。这一类的论文是Dyade等人的。第二类论文设计了一个基于区块链的国家奖学金门户智能支付系统。这一类的论文是Samu等人的。最后一个类别提出了在沙特阿拉伯采用基于区块链的加密货币作为支付方式的案例研究。这一类的论文是Alrehaili等人的。以下是本期特刊中每篇论文的简要介绍。Dyade等人介绍了EIP-4844对第2层卷积影响的综合燃气效率和经济分析,提供了数学模型、仿真结果和架构图,以说明燃气成本和系统设计的改进。EIP-4844将显著提高以太坊第2层聚合的效率、性能和成本效益,为更具可扩展性和经济可行性的区块链生态系统铺平道路。使用以下链接访问全文:https://ietresearch.onlinelibrary.wiley.com/doi/full/10.1049/blc2.70014Samu等人提出了一个基于区块链的奖学金模块,以解决这些挑战并自动化整个奖学金流程。该论文强调了使用超级账本结构网络的变革性影响,该网络提供了一个万无一失的系统,简化了整个申请流程和资金支付。拟议的整合还确保了强大的申请验证、利益相关者的问责制、透明的奖学金选择标准、资金支付的自动和彻底跟踪、不可变的交易历史、安全的授权和严格的合规措施。因此,建议制度的实施旨在减轻学生在求学期间面临的经济不安全感,简化他们寻找奖学金机会的过程,使他们能够更多地专注于学业追求。使用以下链接访问全文:https://ietresearch.onlinelibrary.wiley.com/doi/10.1049/blc2.12092Alrehaili等人调整技术接受模型,通过基于区块链的加密货币作为沙特阿拉伯的支付方式(BCAP-SA)模型探索加密货币的采用。模型内的因素使用实验小任务方法和调查进行评估。一个关键的组成部分是一个教育包,提供全面的材料来解释区块链技术。这些发现证实了调查的可靠性。大多数模型因素在影响用户使用加密货币的意愿方面具有统计学意义。研究发现,感知易用性、感知有用性和感知信任显著影响被试的意向。此外,低交易费用和年龄是影响技术接受模型核心结构的主要因素。统计分析表明,去中心化和匿名性不重要,因此被排除在修订的BCAP-SA模型之外。这些发现凸显了在沙特阿拉伯加强加密货币采用的潜力。该研究的见解可以指导促进该地区更广泛使用加密货币的策略。 通过以下链接访问全文:https://ietresearch.onlinelibrary.wiley.com/doi/10.1049/blc2.70002All本期特刊所选论文表明,区块链领域正在稳步向前发展。区块链已经从一个简单的加密货币分类账发展成为一个复杂的平台,支持可编程智能合约和金融以外的各种应用。架构创新的重点是可伸缩性、互操作性、隐私性和可持续性。应用程序现在跨越了DeFi、供应链、身份、医疗保健、游戏、治理等领域,推动了更加透明、高效和以用户为中心的数字未来(Web 3.0)的愿景。尽管挑战依然存在,但该技术仍在迅速成熟。郭浩分别于2012年和2014年分别在中国西安西北大学和美国芝加哥伊利诺伊理工学院获得学士和硕士学位,并于2020年在美国纽瓦克特拉华大学获得计算机科学博士学位。他目前是美国西北工业大学软件学院的助理教授。他的研究兴趣包括区块链和分布式账本技术、隐私保护计算、应用密码学和物联网(IoT)安全。他是ACM和IEEE的成员。李万欣,西交利物浦大学通信与网络系助理教授。他在特拉华大学获得博士和硕士学位,在重庆大学获得学士学位。他是IEEE ITSS最佳论文奖和IEEE TEMS杰出博士论文奖的获得者。他的研究兴趣包括区块链、安全与隐私和联合学习。他是英国高等教育学院院士和IET成员。
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引用次数: 0
A Next-Generation Approach to Airline Reservations: Integrating Cloud Microservices With AI and Blockchain for Enhanced Operational Performance 新一代机票预订方法:将云微服务与人工智能和区块链集成,以提高运营绩效
Pub Date : 2025-08-16 DOI: 10.1049/blc2.70020
Biman Barua, M. Shamim Kaiser

This paper introduces an architecture for a next-generation airline system, utilising cloud-based microservices, distributed Artificial intelligence (AI), and blockchain to overcome critical system limitations of scale, integrity of data, and avenues of customer inefficiency. In the modular architecture, reservations, payments, and customer profiles can be managed independently, thereby improving scalability by 40% and availability by 30%. AI modules analyse historical data of bookings and user behaviours for demand forecasting and for making personalised recommendations, which, in turn, increases customer engagement by 25%. Blockchain provides proper secure tamper-proof record-keeping of transactions, thereby minimising fraud and increasing data transparency by 20%. The proposed system was evaluated under real-world traffic occurrences, simulating concurrent users in the range of 100–1000, employing a simulation platform that was built for this purpose. The proposed approach reduces transaction latency by 15% and offers a 35% enhancement in throughput for secure data as compared to the usual Systems - Ablation confirms that each module (AI, blockchain, microservices) contributes uniquely to the performance of the system. This architecture holds cross-domain potential, especially for logistics and hospitality. The findings emphasise the transformation possible when we use AI, blockchain, and cloud services in mission-critical, high-demand environments.

本文介绍了下一代航空系统的架构,利用基于云的微服务、分布式人工智能(AI)和区块链来克服规模、数据完整性和客户效率低下途径等关键系统限制。在模块化架构中,预订、支付和客户配置文件可以独立管理,从而将可伸缩性提高40%,可用性提高30%。人工智能模块分析预订和用户行为的历史数据,以进行需求预测并提出个性化建议,从而将客户参与度提高25%。区块链为交易提供适当的安全防篡改记录,从而最大限度地减少欺诈,并将数据透明度提高20%。所提出的系统在真实的流量情况下进行了评估,模拟了100-1000范围内的并发用户,采用了为此目的而构建的仿真平台。与通常的系统相比,提议的方法减少了15%的事务延迟,并提供了35%的安全数据吞吐量增强-消融确认每个模块(AI,区块链,微服务)对系统性能有独特的贡献。这种架构具有跨领域的潜力,特别是在物流和酒店业。研究结果强调了当我们在关键任务、高需求环境中使用人工智能、区块链和云服务时,可能发生的转变。
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引用次数: 0
Mixing Services in Bitcoin and Ethereum Ecosystems: A Review 比特币和以太坊生态系统中的混合服务:综述
Pub Date : 2025-08-12 DOI: 10.1049/blc2.70021
Alireza Arbabi, Ardeshir Shojaeinasab, Homayoun Najjaran

This manuscript presents an exhaustive review of blockchain-based mixing services, aiming to fill the existing gap between academic innovations and real-world implementations. Starting with an identification of the core functionalities and techniques employed by mixing services, the paper delves into detailed explanations of these operational mechanisms. It further outlines an evaluation framework tailored for a rigorous assessment, highlighting the key vulnerabilities and strengths of various solutions. In addition, the study identifies potential attack vectors that compromise these services. The paper explores the dual nature of mixing services: while they contribute to the preservation of privacy—a cornerstone of blockchain technologies—they can also facilitate illicit activities. By addressing key research questions, this study not only offers a comprehensive overview of the current state of mixing services but also sets the stage for future academic discourse in this evolving field.

这份手稿对基于区块链的混合服务进行了详尽的回顾,旨在填补学术创新与现实世界实现之间的现有差距。本文从识别混合服务所使用的核心功能和技术开始,深入研究这些操作机制的详细解释。它进一步概述了为严格评估量身定制的评估框架,突出了各种解决方案的主要弱点和优势。此外,该研究还确定了危及这些服务的潜在攻击媒介。本文探讨了混合服务的双重性质:虽然它们有助于保护隐私(区块链技术的基石),但它们也可能促进非法活动。通过解决关键的研究问题,本研究不仅提供了混合服务现状的全面概述,而且还为这个不断发展的领域的未来学术论述奠定了基础。
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引用次数: 0
Enhancing Smart Classroom Evaluation With Blockchain and PBFT 运用区块链和PBFT加强智能课堂评价
Pub Date : 2025-07-29 DOI: 10.1049/blc2.70018
Lihong Cheng, Likun Zhang, Guiying Deng

The rapid development of educational informatisation has made smart classrooms a key platform for advancing innovative teaching methods. However, traditional evaluation systems face challenges related to data security, fairness, and result traceability. This paper introduces a blockchain-based teaching evaluation system for smart classrooms to address these issues and improve teaching quality and management efficiency. The system employs a cloud-network-edge-device architecture, integrating cloud computing, network communication, and edge devices for real-time data collection, secure transmission, and intuitive visualisation. Blockchain technology ensures data integrity and transparency, while the practical Byzantine fault tolerance consensus algorithm maintains system reliability and prevents data manipulation. Experiments conducted at Dalian Jiaotong University demonstrate that the smart classroom improves teaching quality by 20% compared to traditional classrooms. The system is particularly effective in enhancing teaching resources and real-time communication, though improvements in student engagement are still needed. System performance tests indicate that the platform maintains low response times and stability under varying levels of concurrent requests, demonstrating its capability to support high-demand teaching scenarios and ensure data consistency and transparency.

教育信息化的快速发展,使智能课堂成为推进教学创新的重要平台。然而,传统的评估系统面临着数据安全性、公平性和结果可追溯性等方面的挑战。本文介绍了一种基于区块链的智能课堂教学评估系统,以解决这些问题,提高教学质量和管理效率。系统采用云-网络-边缘设备架构,集云计算、网络通信、边缘设备于一体,实现数据的实时采集、安全传输和直观可视化。区块链技术保证了数据的完整性和透明性,而实用的拜占庭容错一致性算法保持了系统的可靠性,防止了数据被操纵。在大连交通大学进行的实验表明,与传统课堂相比,智能课堂的教学质量提高了20%。该系统在加强教学资源和实时交流方面特别有效,但仍需要提高学生的参与度。系统性能测试表明,该平台在不同并发请求级别下保持了较低的响应时间和稳定性,证明了其支持高需求教学场景的能力,并确保了数据的一致性和透明性。
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引用次数: 0
Bitcoin Price Prediction Using Enhanced Transformer and Greed Index 利用增强变压器和贪婪指数预测比特币价格
Pub Date : 2025-07-23 DOI: 10.1049/blc2.70017
Hao Song, Junhao Wu, Yitao Li, Silu Mu, Xiaolei Qian, Shanqing Yu, Huan Zheng

The dramatic fluctuations of cryptocurrency prices in recent years have led to various studies on price forecasting, among which transformer-based forecasting methods have better prediction results on time series data. However, a large number of studies in the past have shown that transformer has the disadvantages of high computational cost and inability to predict global information and does not consider external information. To solve these problems, we propose an adaptive decomposition method based on transformer, which combines transformer with seasonal trends and external factors, i.e. the global information of the time series obtained by the decomposition method through adaptation is combined with external information. We conducted experiments on different datasets, and the results show that our method can significantly improve the performance of the baseline model.

近年来加密货币价格的剧烈波动引发了各种价格预测研究,其中基于变压器的预测方法对时间序列数据的预测效果较好。然而,过去的大量研究表明,变压器存在计算成本高、无法预测全局信息、不考虑外部信息等缺点。针对这些问题,我们提出了一种基于变压器的自适应分解方法,将变压器与季节趋势和外部因素相结合,即将分解方法通过自适应得到的时间序列的全局信息与外部信息相结合。我们在不同的数据集上进行了实验,结果表明我们的方法可以显著提高基线模型的性能。
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引用次数: 0
Bridging Blockchain and Digital Asset Gaps: A Comparative Policy Analysis of Regulatory Practices in Emerging Markets 弥合bb0和数字资产差距:新兴市场监管实践的比较政策分析
Pub Date : 2025-07-22 DOI: 10.1049/blc2.70019
Ian Staley, Eric Amankwa

Regulatory frameworks play a large part in the effectiveness of blockchain adoption. This study focused on determining the regulatory policies that promote the growth of blockchain adoption and analysing the impact of these regulatory approaches on blockchain adoption in finance sectors in emerging markets. The study used a comparative policy analysis to compare policies and regulations from chosen emerging markets. The countries included in the analysis are China, India, Kenya, Nigeria, Albania and Turkey. The findings suggest a correlation between supportive policy environments, such as those in Turkey, Albania and India, and more advanced applications of blockchain technology; however, this relationship is likely influenced by additional factors, including economic capacity, institutional readiness and technological infrastructure. In contrast, countries with restrictive policies, such as Kenya and Nigeria, ranked lower in blockchain adoption in the finance sector. Accordingly, a unified approach to blockchain regulations and cooperation between participating stakeholders is recommended. This study was limited in that only a few countries were chosen for analysis, which could have limited the scope of the comparative analysis.

监管框架在bbb采用的有效性方面发挥着重要作用。本研究的重点是确定促进bb1采用增长的监管政策,并分析这些监管方法对新兴市场金融部门bb1采用的影响。该研究采用比较政策分析来比较选定的新兴市场的政策和法规。这些国家包括中国、印度、肯尼亚、尼日利亚、阿尔巴尼亚和土耳其。研究结果表明,支持性政策环境(如土耳其、阿尔巴尼亚和印度的政策环境)与区块链技术的更先进应用之间存在相关性;然而,这种关系可能受到其他因素的影响,包括经济能力、体制准备和技术基础设施。相比之下,实行限制性政策的国家,如肯尼亚和尼日利亚,在金融行业的bb100采用率方面排名较低。因此,建议采取统一的方法来制定区块链法规,并在参与的利益相关者之间进行合作。这项研究的局限性在于只选择了少数几个国家进行分析,这可能限制了比较分析的范围。
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引用次数: 0
Recurring and Deferred Transactions Based on Smart Contracts 基于智能合约的经常性和延期交易
Pub Date : 2025-07-12 DOI: 10.1049/blc2.70012
Sergii Grybniak, Oleksandr Nashyvan, Igor Mazurok, Yevhen Leonchyk, Alisa Vorokhta

This article presents algorithms and smart contract designs to facilitate recurring bill payments on decentralised platforms using the Ethereum-like Virtual Machine (EVM). The proposed approach enables the inclusion of recurring and deferred transactions, ensuring compatibility with ERC-20 and ERC-777 standards, thereby contributing to the establishment of a novel token standard. The research addresses the growing need for non-custodial mechanisms to support automatic periodic payments in decentralised environments, offering potential benefits to both service providers and customers in various industries.

本文介绍了算法和智能合约设计,以促进使用类似以太坊的虚拟机(EVM)在去中心化平台上的经常性账单支付。拟议的方法允许包含重复和延迟的交易,确保与ERC-20和ERC-777标准的兼容性,从而有助于建立新的令牌标准。该研究解决了对非托管机制日益增长的需求,以支持分散环境中的自动定期支付,为各个行业的服务提供商和客户提供潜在的好处。
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引用次数: 0
Mining Characteristics of Vulnerable Smart Contracts across Lifecycle Stages 跨生命周期阶段易受攻击智能合约的挖掘特征
Pub Date : 2025-07-07 DOI: 10.1049/blc2.70016
Hongli Peng, Wenkai Li, Xiaoqi Li

Smart contracts are the cornerstone of decentralized applications and financial protocols, extending digital currency transactions but also introducing serious security challenges that cause substantial economic losses. Existing solutions primarily target code-level vulnerabilities, which constitute only a portion of all security incidents. Though prior research conducts static analysis across contract lifecycles, they lack the characteristic analysis of vulnerabilities in each stage and the distinction between the vulnerabilities. This paper presents the first empirical study on the security of smart contracts throughout their lifecycle, including deployment and execution, upgrade, and destruction stages. We propose two feature categories: transaction features (contract lifespan and four dynamic features: transaction numbers, transaction amounts, neighbour numbers, and the number of old and new neighbours) and ego network properties (temporal network density and local clustering coefficient). These seven features capture behavioural patterns across dimensions, including activity duration, transaction frequency, financial liquidity, interaction breadth, dynamic interaction changes, and structural properties of the transaction network. Finally, five machine learning models—logistic regression, random forest, support vector machine, decision tree, and K-nearest neighbours—are used to identify vulnerabilities at different stages. Results show that vulnerable contracts exhibit distinct transaction features and ego network properties at different lifecycle stages.

智能合约是去中心化应用和金融协议的基石,它扩展了数字货币交易,但也带来了严重的安全挑战,造成了巨大的经济损失。现有的解决方案主要针对代码级漏洞,这些漏洞仅构成所有安全事件的一部分。以往的研究虽然跨合约生命周期进行静态分析,但缺乏对各个阶段漏洞的特征分析和漏洞之间的区分。本文首次对智能合约整个生命周期的安全性进行了实证研究,包括部署和执行、升级和销毁阶段。我们提出了两个特征类别:交易特征(合约寿命和四个动态特征:交易数量、交易金额、邻居数量和新旧邻居数量)和自我网络属性(时间网络密度和局部聚类系数)。这七个特征捕获了跨维度的行为模式,包括活动持续时间、交易频率、金融流动性、交互广度、动态交互变化和交易网络的结构属性。最后,采用逻辑回归、随机森林、支持向量机、决策树和k近邻五种机器学习模型来识别不同阶段的漏洞。结果表明,脆弱合约在不同生命周期阶段表现出不同的交易特征和自我网络特性。
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IET Blockchain
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