一句话:提出 EXPRESS 2.0 边缘 AIoT 智能服务管理框架,集成服务协作、AI 应用与数据安全管理,并用无人机/无人车配送系统验证。
针对边缘计算环境下大规模 AIoT 系统缺乏有效服务管理,尤其是服务协作、AI 应用与数据安全支持不足,制约系统发展的问题,本文提出 EXPRESS 2.0 智能服务管理框架。该框架在原有 EXPRESS 平台基础上,新增智能服务协作管理、AI 应用管理和数据安全管理三个模块,以提升边缘 AIoT 服务管理的可扩展性、效率与可靠性。为验证框架有效性,作者设计并实现了使用无人机(UAV)与无人地面车(UGV)的最后一公里配送系统,并开源 EXPRESS 2.0 及提供视频演示。结果以演示系统表明框架可用,但摘要未给出量化评估。
AIoT (Artificial Intelligence of Things) which integrates AI and IoT has received rapidly growing interest from the software engineering community in recent years. It is crucial to design scalable, efficient, and reliable software solutions for large-scale AIoT systems in edge computing environments. However, the lack of effective service management including the support for service collaboration, AI application, and data security in the edge, has seriously limited the development of AIoT systems. To seal this gap, we propose EXPRESS 2.0 which is an intelligent service management framework for AI oT in the edge. Specifically, on top of the existing EXPRESS platform, EXPRESS 2.0 includes the intelligent service collaboration management module, AI application management module, and data security management module. To demonstrate the effectiveness of the framework, we design and implement a last-mile delivery system using both UAVs (Unmanned Aerial Vehicles) and UGVs (Unmanned Ground Vehicles). The EXPRESS 2.0 is open-sourced at https://github.com/ISEC-AHU/EXPRESS2.0. A video demonstration of EXPRESS 2.0 is at https://youtu.be/GHKD_VvJD88.
@inproceedings{XuLPLYY23,
title = {EXPRESS 2.0: An Intelligent Service Management Framework for AIoT Systems in the Edge},
author = {Jia Xu and Xiao Liu and Wuzhen Pan and Xuejun Li and Aiting Yao and Yun Yang},
booktitle = {ASE},
year = {2023},
doi = {10.1109/ase56229.2023.00020}
}