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一种基于区块链的可扩展框架,用于使用轻量级共识进行高效的物联网数据管理。

A scalable blockchain based framework for efficient IoT data management using lightweight consensus.

作者信息

Haque Ehtisham Ul, Shah Adil, Iqbal Jawaid, Ullah Syed Sajid, Alroobaea Roobaea, Hussain Saddam

机构信息

Department of Computer Science, MY University, Islamabad, 44000, Pakistan.

Faculty of Computing, Riphah International University, Islamabad, 45320, Pakistan.

出版信息

Sci Rep. 2024 Apr 3;14(1):7841. doi: 10.1038/s41598-024-58578-7.

Abstract

Recent research has focused on applying blockchain technology to solve security-related problems in Internet of Things (IoT) networks. However, the inherent scalability issues of blockchain technology become apparent in the presence of a vast number of IoT devices and the substantial data generated by these networks. Therefore, in this paper, we use a lightweight consensus algorithm to cater to these problems. We propose a scalable blockchain-based framework for managing IoT data, catering to a large number of devices. This framework utilizes the Delegated Proof of Stake (DPoS) consensus algorithm to ensure enhanced performance and efficiency in resource-constrained IoT networks. DPoS being a lightweight consensus algorithm leverages a selected number of elected delegates to validate and confirm transactions, thus mitigating the performance and efficiency degradation in the blockchain-based IoT networks. In this paper, we implemented an Interplanetary File System (IPFS) for distributed storage, and Docker to evaluate the network performance in terms of throughput, latency, and resource utilization. We divided our analysis into four parts: Latency, throughput, resource utilization, and file upload time and speed in distributed storage evaluation. Our empirical findings demonstrate that our framework exhibits low latency, measuring less than 0.976 ms. The proposed technique outperforms Proof of Stake (PoS), representing a state-of-the-art consensus technique. We also demonstrate that the proposed approach is useful in IoT applications where low latency or resource efficiency is required.

摘要

近期的研究聚焦于应用区块链技术来解决物联网(IoT)网络中与安全相关的问题。然而,在存在大量物联网设备以及这些网络产生的海量数据的情况下,区块链技术固有的可扩展性问题变得明显。因此,在本文中,我们使用一种轻量级共识算法来应对这些问题。我们提出了一个基于区块链的可扩展框架来管理物联网数据,以适应大量设备。该框架利用委托权益证明(DPoS)共识算法来确保在资源受限的物联网网络中提升性能和效率。DPoS作为一种轻量级共识算法,利用选定数量的当选代表来验证和确认交易,从而减轻基于区块链的物联网网络中的性能和效率下降。在本文中,我们实现了用于分布式存储的星际文件系统(IPFS)以及Docker,以评估网络在吞吐量、延迟和资源利用率方面的性能。我们将分析分为四个部分:延迟、吞吐量、资源利用率以及分布式存储评估中的文件上传时间和速度。我们的实证结果表明,我们的框架具有低延迟,测量结果小于0.976毫秒。所提出的技术优于权益证明(PoS),后者是一种先进的共识技术。我们还证明了所提出的方法在需要低延迟或资源效率的物联网应用中是有用的。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5b3e/10991409/8e69c4030056/41598_2024_58578_Fig1_HTML.jpg

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