一句话:提出基于移动边缘计算与区块链的 EXPRESS 框架,实现能效与安全的数据和计算资源管理,并用 UAV 配送系统验证。
针对智能系统(如智能物流与智能制造)对延迟敏感,而主流云计算架构面临互联网高延迟;同时智能设备电池和算力有限却产生海量数据,边缘侧节能机器学习与安全通信需求难以满足。论文以无人机配送为案例,提出 EXPRESS——一个基于移动边缘计算与区块链的节能、安全框架,重点处理计算与数据(资源)管理两大组件。通过实现一个真实无人机配送系统展示框架有效性;EXPRESS 作为开源框架,可帮助研究者构建原型并在不同智能系统中测试其计算与数据管理策略。
As most smart systems such as smart logistic and smart manufacturing are delay sensitive, the current mainstream cloud computing based system architecture is facing the critical issue of high latency over the Internet. Meanwhile, as huge amount of data is generated by smart devices with limited battery and computing power, the increasing demand for energy-efficient machine learning and secure data communication at the network edge has become a hurdle to the success of smart systems. To address these challenges with using smart UAV (Unmanned Aerial Vehicle) delivery system as an example, we propose EXPRESS, a novel energy-efficient and secure framework based on mobile edge computing and blockchain technologies. We focus on computation and data (resource) management which are two of the most prominent components in this framework. The effectiveness of the EXPRESS framework is demonstrated through the implementation of a real-world UAV delivery system. As an open-source framework, EXPRESS can help researchers implement their own prototypes and test their computation and data management strategies in different smart systems. The demo video can be found at https://youtu.be/r3U1iU8tSmk.
DOI 原文 ·
@inproceedings{paperbot6017,
title = {EXPRESS},
author = {Jia Xu and Xiao Liu and Xuejun Li and Lei Zhang and Yun Yang},
booktitle = {ASE},
year = {2020},
doi = {10.1145/3324884.3415294}
}