Performance Evaluation of Big Data Processing at the Edge for IoT-Blockchain Applications

Zi Ee Lee, Raphael Liang Hui Chua, S. Keoh, Y. Ohba
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引用次数: 7

Abstract

Internet-of-Things (IoT) utilising sensors is effective in performing continuous monitoring, while Blockchain is ideal in guaranteeing integrity and immutability of these IoT data. There are many challenges in integrating IoT and Blockchain together mainly because IoT devices have limited computational resources, and storage capacity while Blockchain processing incurs high CPU cost and high latency in data transfer. We propose a fully distributed edge computing architecture coupled with an efficient storage system that is based on Non-Volatile Memory express Over Fabrics (NVMeOF) to provide efficient IoT data processing for supply chain management. The data is secured using Blockchain at the edge to ensure traceability, security and non-repudiation in the data. An evaluation of our implementation and performance comparison between NVMeOF and SATA storage interfaces for our IoT-Blockchain architecture is presented.
面向物联网-区块链应用的边缘大数据处理性能评估
利用传感器的物联网(IoT)在执行连续监控方面是有效的,而区块链在保证这些物联网数据的完整性和不变性方面是理想的。物联网与区块链的融合面临着许多挑战,主要是因为物联网设备的计算资源和存储容量有限,而区块链处理会导致高CPU成本和数据传输的高延迟。我们提出了一个完全分布式的边缘计算架构,加上一个基于非易失性存储器快速传输网络(NVMeOF)的高效存储系统,为供应链管理提供高效的物联网数据处理。数据在边缘使用区块链进行保护,以确保数据的可追溯性、安全性和不可否认性。对我们的物联网区块链架构的NVMeOF和SATA存储接口的实现和性能比较进行了评估。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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