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Research on airport baggage anomaly retention detection technology based on machine vision, edge computing, and blockchain 基于机器视觉、边缘计算和区块链的机场行李异常保留检测技术研究
Pub Date : 2024-07-15 DOI: 10.1049/blc2.12082
Yuzhou Chen, Gang Mao, Xue Yang, Mingqian Du, Hongqing Song

Airport checked luggage entails specific requirements for speed, stability, and reliability. The issue of abnormal retention of checked luggage presents a significant challenge to aviation safety and transportation efficiency. Traditional luggage monitoring systems exhibit limitations in terms of accuracy and timeliness. To address this challenge, this paper proposes a real-time detection and alerting of luggage anomaly retention based on the YOLOv5 object detection model, leveraging visual algorithms. By eliminating cloud servers and deploying multiple edge servers to establish a private chain, images of anomalously retained luggage are encrypted and stored on the chain. Data users can verify the authenticity of accessed images through anti-tampering algorithms, ensuring the security of data transmission and storage. The deployment of edge computing servers can significantly reduce algorithm latency and enhance real-time performance. This solution employs computer vision technology and an edge computing framework to address the speed and stability of checked luggage transportation. Furthermore, blockchain technology greatly enhances system security during operation. A model trained on a sample set of 4600 images achieved a luggage recognition rate of 96.9% and an anomaly detection rate of 95.8% in simulated test videos.

机场托运行李对速度、稳定性和可靠性有特殊要求。托运行李的异常滞留问题给航空安全和运输效率带来了巨大挑战。传统的行李监控系统在准确性和及时性方面存在局限性。为应对这一挑战,本文基于 YOLOv5 物体检测模型,利用视觉算法,提出了行李异常滞留的实时检测和报警方法。通过取消云服务器并部署多个边缘服务器来建立私有链,对异常保留行李的图像进行加密并存储在链上。数据用户可通过防篡改算法验证访问图像的真实性,确保数据传输和存储的安全性。部署边缘计算服务器可大大减少算法延迟,提高实时性。该解决方案采用计算机视觉技术和边缘计算框架,解决了托运行李运输的速度和稳定性问题。此外,区块链技术大大增强了系统运行过程中的安全性。在模拟测试视频中,基于 4600 张图像样本集训练的模型实现了 96.9% 的行李识别率和 95.8% 的异常检测率。
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引用次数: 0
Data-sharing strategies in medical consortium based on master-slave multichain and federated learning 基于主从多链和联合学习的医疗联合体数据共享策略
Pub Date : 2024-07-11 DOI: 10.1049/blc2.12075
Bohan Kang, Ning Zhang, Jianming Zhu

In order to encourage participants to actively join the data sharing and to meet the distributed structure and privacy requirement in the medical consortium, the data-sharing strategy based on the master-slave multichain is presented in this paper. According to the different computing resources and the responsibility of participants, the adaptive Proof of Liveness and Quality consensus and hierarchical federated learning algorithm for master-slave multichain are proposed. Meanwhile, by quantifying the utility function and the optimization constraint of participants, this paper designs the cooperative incentive mechanism of medical consortium in multi-leader Stackelberg game to solve the optimal decision and pricing selection of the master-slave multichain. The simulation experiments show that the proposed methods can decrease the training loss and improve the parameter accuracy by MedMINST datasets, as well as reach the optimal equilibrium in selection and pricing strategy in the system, guaranteeing the fairness of profit distribution for participants in master-slave multichain.

为了鼓励参与者积极加入数据共享,满足医疗联合体的分布式结构和隐私要求,本文提出了基于主从多链的数据共享策略。针对不同的计算资源和参与者的责任,提出了主从多链的自适应 "有效性证明 "和 "质量共识 "以及分层联合学习算法。同时,本文通过量化参与方的效用函数和优化约束,设计了多领导者 Stackelberg 博弈中的医疗联合体合作激励机制,解决了主从多链的最优决策和定价选择问题。仿真实验表明,本文提出的方法可以通过MedMINST数据集降低训练损失,提高参数精度,并在系统中达到最优选择和定价策略的均衡,保证主从多链参与者利益分配的公平性。
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引用次数: 0
MEchain—A novel mode to improve blockchain's real-time and throughput 机制-一种提高b区块链实时和吞吐量的新模式
Pub Date : 2024-06-24 DOI: 10.1049/blc2.12074
Yunwei Cao, Ting Yang, Yu Wang, Gang Mao

Blockchain trilemma is a considerable obstacle for today's decentralized systems. It is hard to achieve a perfect balance among decentralization, security, and scalability. Many popular blockchain platforms sacrifice scalability to preserve decentralization and security, resulting in low speed, reduced throughput, and poor real-time performance (the time from transaction initiation to confirmation). Currently, there are several technologies, such as sharding, directed acyclic graph technology, sidechains, off-chain state channels etc., that aim to improve throughput and real-time performance. However, most of these solutions compromise the core feature of blockchain, which is decentralization, and introduce new security risks. In this paper, the authors propose a novel method, called MEchain, based on the Proof of Time Series Algorithm. MEchain consists of two models: the multi-chain model and the elastic-chain model. The authors’ experimental results show that these two models can enhance real-time performance and throughput to a higher level in the industry.

区块链三难困境是当今去中心化系统的一个相当大的障碍。很难在去中心化、安全性和可扩展性之间取得完美的平衡。许多流行的区块链平台牺牲可伸缩性来保持去中心化和安全性,从而导致速度低、吞吐量降低和实时性能差(从事务发起到确认的时间)。目前,有几种技术,如分片、有向无环图技术、侧链、链下状态通道等,旨在提高吞吐量和实时性能。然而,这些解决方案中的大多数都损害了区块链的核心特性,即去中心化,并引入了新的安全风险。在本文中,作者提出了一种基于时间序列证明算法的新方法——MEchain。机制包括两种模型:多链模型和弹性链模型。实验结果表明,这两种模型都能将实时性和吞吐量提高到较高的水平。
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引用次数: 0
A blockchain-based resilient and secure framework for events monitoring and control in distributed renewable energy systems
Pub Date : 2024-06-22 DOI: 10.1049/blc2.12081
Muhammad Faheem, Basit Raza, Muhammad Shoaib Bhutta, Syed Hamid Hussain Madni
<p>The rapid and green energy transition is essential to deal with the fast-growing energy needs in both public and industrial sectors. This has paved the way to integrate distributed renewable energy resources (<span></span><math> <semantics> <mrow> <mi>D</mi> <mi>E</mi> <mi>R</mi> <mi>s</mi> </mrow> <annotation>$mathbb{D}mathbb{E}mathbb{R}mathbb{s}$</annotation> </semantics></math>) such as solar, hydro, wind, and geothermal into the power grid (<span></span><math> <semantics> <mrow> <mi>P</mi> <mi>G</mi> </mrow> <annotation>$mathbb{P}mathbb{G}$</annotation> </semantics></math>). Wind and solar are free, zero-carbon emission, and everlasting power sources that contribute 5% and 7% of global electricity generation, respectively. Therefore, the fast, secure, and reliable integration of these green <span></span><math> <semantics> <mrow> <mi>D</mi> <mi>E</mi> <mi>R</mi> <mi>s</mi> </mrow> <annotation>$mathbb{D}mathbb{E}mathbb{R}mathbb{s}$</annotation> </semantics></math> is critical to achieve the instant energy demands. Smart grid <span></span><math> <semantics> <mrow> <mo>(</mo> <mrow> <mi>S</mi> <mi>G</mi> </mrow> <mo>)</mo> </mrow> <annotation>$( {mathbb{S}mathbb{G}} )$</annotation> </semantics></math> due to inherited characteristics such as intelligent sensing, computing, and communication technologies can effectively integrate the <span></span><math> <semantics> <mrow> <mi>D</mi> <mi>E</mi> <mi>R</mi> <mi>s</mi> </mrow> <annotation>$mathbb{D}mathbb{E}mathbb{R}mathbb{s}$</annotation> </semantics></math>. However, the existing smart grid communication architecture faces various cyberattacks, resulting in poor integration, monitoring, and control of <span></span><math> <semantics> <mrow> <mi>D</mi> <mi>E</mi> <mi>R</mi> <mi>s</mi> </mrow> <annotation>$mathbb{D}mathbb{E}mathbb{R}mathbb{s}$</annotation> </semantics></math>. In this respect, blockchain technology can provide fast, secure, and efficient end-to-end communication between <span></span><math
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引用次数: 0
RON-based cross-chain routing optimization strategy in metaverse 基于 RON 的元宇宙跨链路由优化策略
Pub Date : 2024-06-10 DOI: 10.1049/blc2.12078
Junjie Huang, Liang Tan, Jianmei Xiao

Metaverse is a new ecology that integrates the digital world with the physical world, generates a mirror image of the real world based on digital twin technology, and guarantees the fairness of the virtual world through the trusted mechanism of blockchain. Cross-chain communication technology is the key to realizing data circulation and collaborative processing between blockchains, which provides the communication foundation for the massive connection of blockchains in the metaverse. The current cross-chain communication mode is dominated by direct-connect routing, leading to network congestion and high propagation delay once the direct-connect link fails and cannot be recovered quickly. To optimize direct-connect routing, this paper proposed a cross-chain routing optimization strategy based on RON (Resilient Overlay Network), that is, Cross-Chain_RON, which firstly applies RON to reconstruct the direct-connect routing model, and then selects the optimal link through the shortest-path algorithm and policy routing, and combines with the RON performance database to improve the data transmission efficiency. Finally, the two communication modes were simulated by simulation tools. The experiments show that Cross-Chain_RON outperforms the direct-connect routing in terms of latency, rate of successful data transmission, and throughput in poor network environments, but at the expense of a certain amount of system overhead.

元宇宙是数字世界与物理世界融合的新生态,基于数字孪生技术生成现实世界的镜像,并通过区块链的可信机制保证虚拟世界的公平性。跨链通信技术是实现区块链之间数据流通和协同处理的关键,它为元宇宙中区块链的大规模连接提供了通信基础。目前的跨链通信模式以直连式路由为主,一旦直连链路出现故障,无法快速恢复,就会导致网络拥塞和高传播延迟。为了优化直连路由,本文提出了一种基于 RON(Resilient Overlay Network)的跨链路由优化策略,即 Cross-Chain_RON,它首先应用 RON 重构直连路由模型,然后通过最短路径算法和策略路由选择最优链路,并结合 RON 性能数据库提高数据传输效率。最后,利用仿真工具对两种通信模式进行了仿真。实验结果表明,在网络环境较差的情况下,Cross-Chain_RON在延迟、数据传输成功率和吞吐量等方面都优于直连路由,但要以一定的系统开销为代价。
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引用次数: 0
Exploring artificial intelligence generated content (AIGC) applications in the metaverse: Challenges, solutions, and future directions 探索元宇宙中的人工智能生成内容(AIGC)应用:挑战、解决方案和未来方向
Pub Date : 2024-05-26 DOI: 10.1049/blc2.12076
Xutian Wang, Yan Hong, Xiaoming He

In recent years, the Metaverse has gained attention as a hub for technological revolution. However, its main platform suffers from issues like low-quality content and lackluster virtual environments, leading to subpar user experiences. Concerns arise from declining interest in NFTs and failed virtual real estate ventures, casting doubt on the Metaverse's future. Artificial intelligence generated content (AIGC) emerges as a key driver of Metaverse advancement, using AI to create digital content efficiently and affordably. AIGC also enables personalized content, enhancing the Metaverse. This paper examines the link between the Metaverse and AIGC, exploring AIGC's applications, underlying technologies, and future challenges. It reveals that while AIGC shows promise for improving the Metaverse, its technologies must better align with development needs to deliver immersive experiences.

近年来,超宇宙作为技术革命的中心而备受关注。然而,它的主要平台却存在一些问题,如低质量的内容和平淡无奇的虚拟环境,导致用户体验欠佳。人们对nft兴趣的下降和虚拟房地产投资的失败引起了人们的担忧,这让人们对Metaverse的未来产生了怀疑。人工智能生成内容(AIGC)成为虚拟世界发展的关键驱动力,利用人工智能高效且经济地创建数字内容。AIGC还支持个性化内容,增强了元宇宙。本文研究了元宇宙和AIGC之间的联系,探索了AIGC的应用、底层技术和未来的挑战。它表明,尽管AIGC有望改善虚拟世界,但其技术必须更好地与开发需求保持一致,以提供沉浸式体验。
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引用次数: 0
Leveraging dual-blockchain collaboration for logistics supply chain supervision
Pub Date : 2024-05-26 DOI: 10.1049/blc2.12079
Licheng Lin, Senshan Pan, Pujie Jing, Xiangmei Song

Logistics supply chain (LSC), a chain structure that integrates and coordinates all logistics transactions, has become an essential component of the modern logistics industry. By using blockchain, trusted logistics services enable participants to effectively record and track transactions during the logistics process. Current blockchain-based LSC features distributed structure and data privacy requirements, hindering the supervision of logistics transactions. Leveraging emerging dual-blockchain architecture to separate logistics transactions from supervision is a promising direction. However, the dual-blockchain collaboration restricts supervision due to its cross-chain privacy and efficiency. To address these issues, a logistics supply chain supervision scheme based on dual-blockchain collaboration (DBC) is proposed. First, an independent supervision blockchain is constructed to balance the contradiction between distributed structure and supervision requirements. Second, two mechanisms are designed to enhance the privacy and performance of collaborative supervision. The hybrid access control mechanism enables fine-grained supervision for different participants, and the aggregated transaction verification method supports efficient collaboration for logistics transactions. Security analysis and performance evaluation demonstrate the feasibility of DBC in enhancing the security and supervision of logistics data on the dual-blockchain architecture. Experimental results show that the cross-chain supervision overhead of DBC is reduced to 1/n$1/n$ of the baseline schemes.

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引用次数: 0
Blockchain end user adoption and societal challenges: Exploring privacy, rights, and security dimensions 区块链终端用户的采用和社会挑战:探索隐私、权利和安全问题
Pub Date : 2024-05-07 DOI: 10.1049/blc2.12077
Salman Saleem Virani

The focus of this review article is on the societal problems and end user acceptance of blockchain technology. The paper begins by outlining the importance of blockchain in modernizing trust and data management systems and highlighting its rapid spread across numerous industries. In-depth analysis of the adoption-influencing aspects is done, which also lists the advantages and typical end-user problems. It examines the privacy implications, restrictions on pseudonymity, and function of technologies that improve privacy, such as zero-knowledge proofs, while also exploring the legal and regulatory environment around blockchain, putting a focus on digital identity, intellectual property, and data ownership. It also evaluates blockchain security features, such as flaws and risks associated with smart contracts, discusses best practices for boosting security, discusses the societal effects of blockchain, and makes suggestions for legislators, companies, and scholars. The use of blockchain technology and its effects on privacy, rights, and security are discussed in real-world case studies as well.

这篇评论文章的重点是区块链技术的社会问题和最终用户的接受程度。文章首先概述了区块链在实现信任和数据管理系统现代化方面的重要性,并强调了区块链在众多行业中的迅速普及。论文深入分析了采用的影响因素,还列举了优势和典型的终端用户问题。报告研究了隐私影响、对假名的限制以及零知识证明等改善隐私的技术的功能,同时还探讨了区块链的法律和监管环境,重点关注数字身份、知识产权和数据所有权。报告还评估了区块链的安全特性,如智能合约的缺陷和风险,讨论了提高安全性的最佳实践,探讨了区块链的社会效应,并为立法者、公司和学者提出了建议。本书还通过实际案例研究,讨论了区块链技术的使用及其对隐私、权利和安全的影响。
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引用次数: 0
Leveraging ontochains for distributed public transit ticketing: An investigation with the system for ticketing ubiquity with blockchains 利用区块链实现分布式公共交通票务:利用区块链实现票务无处不在的系统调查
Pub Date : 2024-05-07 DOI: 10.1049/blc2.12071
Joseph D. Preece, Christopher R. Morris, John M. Easton

Transport ticketing systems are crucial for enabling seamless, efficient, and sustainable mobility. However, traditional ticketing systems face limitations such as ticket fraud, lack of interoperability, and the inability to adapt to changes in the dynamic transport networks they issue tickets for. This paper presents new approaches to the system for ticketing ubiquity with blockchains (STUB), a novel smart transport ticketing solution that employs ontochains, a hybrid data structure combining blockchains and ontologies to form a type of distributed knowledge graph. STUB aims to address these limitations by providing a secure, transparent, and flexible platform for ticket issuance, validation, and management. We describe the key components and workflow of the STUB system, highlighting the use of transport network ontologies for modelling complex relationships within transportation systems and blockchain technologies for transport network ontology's state. Additionally, the implementation of Merkle proofs for efficient and secure validation between on-chain and off-chain ontological data is discussed. Finally, a simulated toy example is used as a lightweight proof-of-concept to demonstrate these capabilities. The proposed STUB system has the potential to significantly impact the future of transportation ticketing by offering a more seamless, interoperable, and user-friendly experience whilst addressing the challenges associated with traditional ticketing systems.

交通票务系统对于实现无缝、高效和可持续的交通至关重要。然而,传统的票务系统面临着票务欺诈、缺乏互操作性以及无法适应动态交通网络变化等限制。本文介绍了利用区块链实现票务无处不在系统(STUB)的新方法,这是一种新颖的智能交通票务解决方案,采用了 ontochains(一种混合数据结构,将区块链和本体结合在一起,形成一种分布式知识图谱)。STUB 旨在为票务发行、验证和管理提供一个安全、透明和灵活的平台,从而解决这些局限性。我们描述了 STUB 系统的关键组件和工作流程,重点介绍了运输网络本体在运输系统内复杂关系建模中的应用,以及区块链技术在运输网络本体状态中的应用。此外,还讨论了在链上和链下本体数据之间进行高效、安全验证的 Merkle 证明的实现。最后,还使用了一个模拟玩具示例作为轻量级概念验证,以展示这些功能。通过提供更加无缝、可互操作和用户友好的体验,同时解决与传统票务系统相关的挑战,拟议的 STUB 系统有可能对未来的交通票务产生重大影响。
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引用次数: 0
Double-layer Byzantine fault-tolerant grouping consensus algorithm based on raft 基于筏的双层拜占庭容错分组共识算法
Pub Date : 2024-04-23 DOI: 10.1049/blc2.12073
Haotian Yuan, Fei Li, Renhong Diao, Ting Shu

Addressing the scalability issues, excessive communication overhead, and challenges in adapting to large-scale network node environments faced by the Practical Byzantine Fault Tolerance (PBFT) consensus algorithm currently employed in consortium blockchains, this paper proposes a Double Layer Consensus Algorithm Based on RAFT and PBFT Consensus Algorithms (DLCA_R_P). The nodes in the blockchain are initially divided into several groups to form the lower-layer consensus network. Subsequently, the leaders of these groups constitute the upper-layer consensus network, creating a dual-layer consensus network structure. Within the lower-layer consensus network, the PBFT consensus algorithm is employed for consensus among the groups, while the primary accountants form the upper-layer RAFT consensus network. The algorithm incorporates a supervision mechanism and a reputation mechanism to enhance the security of the consensus network. Additionally, a grouping mechanism is introduced to transform the consensus network into a dynamic structure. Experimental results analysis demonstrates that compared to traditional PBFT consensus algorithms, DLCA_R_P reduces consensus latency by two orders of magnitude and improves throughput by one order of magnitude in a scenario with 100 nodes. Furthermore, it exhibits significant advantages over other improved algorithms. Thus, the DLCA_R_P consensus algorithm exhibits excellent scalability and can be widely applied in various scenarios within consortium blockchains.

针对目前联盟区块链采用的实用拜占庭容错(PBFT)共识算法所面临的可扩展性问题、通信开销过大以及适应大规模网络节点环境的挑战,本文提出了一种基于RAFT和PBFT共识算法的双层共识算法(DLCA_R_P)。区块链中的节点最初被分为若干组,形成底层共识网络。随后,这些组的领导者构成上层共识网络,形成双层共识网络结构。在下层共识网络中,各小组之间采用 PBFT 共识算法达成共识,而主要会计师则组成上层 RAFT 共识网络。该算法结合了监督机制和信誉机制,以增强共识网络的安全性。此外,该算法还引入了分组机制,将共识网络转化为动态结构。实验结果分析表明,与传统的 PBFT 共识算法相比,DLCA_R_P 在 100 个节点的场景中将共识延迟降低了两个数量级,将吞吐量提高了一个数量级。此外,与其他改进算法相比,DLCA_R_P 还具有显著优势。因此,DLCA_R_P 共识算法具有出色的可扩展性,可广泛应用于联盟区块链的各种场景。
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引用次数: 0
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IET Blockchain
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