From the Cloud to Edge and IoT: a Smart Orchestration Architecture for Enabling Osmotic Computing

Lorenzo Carnevale, A. Celesti, A. Galletta, S. Dustdar, M. Villari
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引用次数: 32

Abstract

The latest technological and conceptual developments have destroyed the centralized Cloud Computing model, moving Cloud services in emerging ICT infrastructures such as Edge, Fog and Internet of Things (IoT) that are closer to end users. Specifically, current Cloud computing programming models and resource orchestration techniques are challenged by the recent evolution of the IoT phenomenon because smart devices are becoming more and more pervasive, powerful and inexpensive. Therefore, services need to be place near such devices. In this regard, the Osmotic Computing aims to provide a new computing paradigm based on the deployment and migration strategies related to the infrastructures and applications requirements across Cloud, Edge, Fog an IoT layers. In this scientific paper, we investigate the Smart Orchestration of a new software abstraction called MicroELement (MEL), that encapsulates resources, services and data necessary to run IoT applications. Several use cases are presented for describing the Artificial Intelligence processes that enables the MELs deployment.
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从云到边缘和物联网:实现渗透计算的智能编排架构
最新的技术和概念发展已经摧毁了集中式云计算模式,将云服务转移到边缘、雾和物联网(IoT)等新兴ICT基础设施中,使其更接近最终用户。具体来说,当前的云计算编程模型和资源编排技术受到物联网现象最近演变的挑战,因为智能设备变得越来越普及、强大和廉价。因此,服务需要放置在这些设备附近。在这方面,渗透计算旨在提供一种新的计算范式,该范式基于与云、边缘、雾和物联网层的基础设施和应用程序需求相关的部署和迁移策略。在这篇科学论文中,我们研究了一种名为MicroELement (MEL)的新软件抽象的智能编排,它封装了运行物联网应用程序所需的资源、服务和数据。介绍了几个用例,用于描述支持mel部署的人工智能流程。
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