Serverless Computing at the Edge for AIoT Applications

H. Mora, F. J. Mora-Gimeno, A. Jimeno-Morenilla, A. Maciá-Lillo, A. Elouali
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Abstract

Serverless computing is a new trend for developing Cloud hosted applications. This paradigm takes advantage of the scalability and flexibility of the management of infrastructure from the Cloud provider to offer advantages in cost and maintenance of Cloud applications. Although it was originally designed for Cloud deployments, some proposals have been made to give its benefits closer where the data is generated and provide service to IoT applications. However, some important challenges remain in order to provide a suitable solution for all cases. This work proposes a computational model for designing a serverless architecture at the edge side of the network. The model is especially focused on Artificial Intelligence (AI) functions of IoT applications, where serverless could achieve its full potential. The results show that the proposal allows to overcome the main drawbacks raised while maintains the cloud processing support.
面向AIoT应用的边缘无服务器计算
无服务器计算是开发云托管应用程序的新趋势。这种模式利用了云提供商管理基础设施的可伸缩性和灵活性,从而在云应用程序的成本和维护方面提供了优势。虽然它最初是为云部署而设计的,但已经提出了一些建议,使其优势更接近数据生成的地方,并为物联网应用程序提供服务。然而,为了为所有情况提供合适的解决方案,仍然存在一些重要的挑战。这项工作提出了一个在网络边缘设计无服务器架构的计算模型。该模型特别关注物联网应用的人工智能(AI)功能,其中无服务器可以充分发挥其潜力。结果表明,该方案在保持云处理支持的同时,克服了提出的主要缺点。
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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