In this paper we introduce our vision of a Cognitive Computing Continuum to address the changing IT service provisioning towards a distributed, opportunistic, self-managed collaboration between heterogeneous devices outside the traditional data center boundaries. The focal point of this continuum are cognitive devices, which have to make decisions autonomously using their on-board computation and storage capacity based on information sensed from their environment. Such devices are moving and cannot rely on fixed infrastructure elements, but instead realise on-the-fly networking and thus frequently join and leave temporal swarms. All this creates novel demands for the underlying architecture and resource management, which must bridge the gap from edge to cloud environments, while keeping the QoS parameters within required boundaries. The paper presents an initial architecture and a resource management framework for the implementation of this type of IT service provisioning.
翻译:在本文中,我们介绍了我们关于“认知计算连续体”的愿景,以应对信息技术服务提供的变化,使传统数据中心界限外的多种不同装置之间实现分散、机会性、自我管理的协作。这一连续体的焦点是认知装置,这些装置必须自主地利用其从环境中感知的信息在船上计算和储存能力作出决定。这些装置在移动,不能依赖固定的基础设施要素,而是在飞行上实现联网,从而经常加入和离开时间群。所有这一切都对基本结构和资源管理提出了新的要求,这些结构和资源管理必须弥合边缘环境与云层环境之间的鸿沟,同时将QOS参数保持在必要的边界内。该文件提出了实施这类信息技术服务提供的初步架构和资源管理框架。