Exploring the Potential of Distributed Computing Continuum Systems

IF 2.6 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Computers Pub Date : 2023-10-02 DOI:10.3390/computers12100198
Praveen Kumar Donta, Ilir Murturi, Victor Casamayor Pujol, Boris Sedlak, Schahram Dustdar
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引用次数: 1

Abstract

Computing paradigms have evolved significantly in recent decades, moving from large room-sized resources (processors and memory) to incredibly small computing nodes. Recently, the power of computing has attracted almost all current application fields. Currently, distributed computing continuum systems (DCCSs) are unleashing the era of a computing paradigm that unifies various computing resources, including cloud, fog/edge computing, the Internet of Things (IoT), and mobile devices into a seamless and integrated continuum. Its seamless infrastructure efficiently manages diverse processing loads and ensures a consistent user experience. Furthermore, it provides a holistic solution to meet modern computing needs. In this context, this paper presents a deeper understanding of DCCSs’ potential in today’s computing environment. First, we discuss the evolution of computing paradigms up to DCCS. The general architectures, components, and various computing devices are discussed, and the benefits and limitations of each computing paradigm are analyzed. After that, our discussion continues into various computing devices that constitute part of DCCS to achieve computational goals in current and futuristic applications. In addition, we delve into the key features and benefits of DCCS from the perspective of current computing needs. Furthermore, we provide a comprehensive overview of emerging applications (with a case study analysis) that desperately need DCCS architectures to perform their tasks. Finally, we describe the open challenges and possible developments that need to be made to DCCS to unleash its widespread potential for the majority of applications.
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探索分布式计算连续系统的潜力
近几十年来,计算范式发生了重大变化,从大型房间大小的资源(处理器和内存)转移到令人难以置信的小型计算节点。近年来,计算的力量已经吸引了几乎所有当前的应用领域。目前,分布式计算连续体系统(DCCSs)正在开启一个计算范式的时代,它将各种计算资源(包括云、雾/边缘计算、物联网(IoT)和移动设备)统一为一个无缝集成的连续体。其无缝的基础设施有效地管理各种处理负载,并确保一致的用户体验。此外,它还提供了满足现代计算需求的整体解决方案。在此背景下,本文对dccs在当今计算环境中的潜力进行了更深入的理解。首先,我们讨论了计算范式到DCCS的演变。讨论了通用的体系结构、组件和各种计算设备,并分析了每种计算范式的优点和局限性。之后,我们继续讨论构成DCCS一部分的各种计算设备,以实现当前和未来应用程序中的计算目标。此外,我们还从当前计算需求的角度深入研究了DCCS的主要特性和优点。此外,我们还全面概述了迫切需要DCCS架构来执行任务的新兴应用程序(包括案例研究分析)。最后,我们描述了需要对DCCS进行的开放挑战和可能的发展,以释放其在大多数应用中的广泛潜力。
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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来源期刊
Computers
Computers COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS-
CiteScore
5.40
自引率
3.60%
发文量
153
审稿时长
11 weeks
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