平衡云边缘连续体中微服务的本地与远程状态分配

IF 3 3区 计算机科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS
Carlo Puliafito , Claudio Cicconetti , Marco Conti , Enzo Mingozzi , Andrea Passarella
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引用次数: 1

摘要

在云技术的世界里,无服务器计算已经成为一种稳定而有前途的居民。这使云提供商能够灵活地为用户提供平台即服务(PaaS),即后端应用程序在专用容器中运行,或功能即服务(FaaS),也就是说,后端逻辑作为客户端应用程序调用的基本功能提供。与此同时,边缘计算也吸引了人们的极大兴趣,因为它有减少电信运营商出境流量的诱人承诺,同时减少用户延迟。因此,在不久的将来,PaaS和FaaS容器将在一个从远端到云端的通用计算基础设施中共存。在本文中,我们提出了一个资源分配问题的数学公式,该问题优化了两种类型容器的分配,并且可以通过边缘协调器有效地解决。我们通过大量的模拟实验对所提出的解决方案进行了评估,结果表明,尽管运行时复杂性相对较低,但与不太复杂的策略相比,我们的方法考虑了PaaS与FaaS的特点,提供了显著的性能优势。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Balancing local vs. remote state allocation for micro-services in the cloud–edge continuum

In the world of cloud technologies, serverless computing has now settled as a stable and promising resident. This gives a cloud provider the flexibility to provide its users with both Platform-as-a-Service (PaaS), i.e., the back-end application runs in a dedicated container, or Function-as-a-Service (FaaS), i.e., the back-end logic is offered as elementary functions that are invoked by the client applications. In parallel, edge computing has attracted a significant interest, due its enticing promises of reducing the outbound traffic of telco operators, while at the same time cutting down the user latency. As a result, in the near future, PaaS and FaaS containers are going to cohabit in a versatile computation infrastructure spanning from the far edge up to the cloud. In this paper we propose a mathematical formulation of a resource allocation problem that optimizes the assignment of both types of containers and can be solved efficiently by an edge orchestrator. We evaluate the proposed solution via extensive simulation experiments, which show that our approach, which takes into account the characteristics of PaaS vs. FaaS, provides significant performance benefits compared to less sophisticated strategies, despite its relatively low run-time complexity.

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来源期刊
Pervasive and Mobile Computing
Pervasive and Mobile Computing COMPUTER SCIENCE, INFORMATION SYSTEMS-TELECOMMUNICATIONS
CiteScore
7.70
自引率
2.30%
发文量
80
审稿时长
68 days
期刊介绍: As envisioned by Mark Weiser as early as 1991, pervasive computing systems and services have truly become integral parts of our daily lives. Tremendous developments in a multitude of technologies ranging from personalized and embedded smart devices (e.g., smartphones, sensors, wearables, IoTs, etc.) to ubiquitous connectivity, via a variety of wireless mobile communications and cognitive networking infrastructures, to advanced computing techniques (including edge, fog and cloud) and user-friendly middleware services and platforms have significantly contributed to the unprecedented advances in pervasive and mobile computing. Cutting-edge applications and paradigms have evolved, such as cyber-physical systems and smart environments (e.g., smart city, smart energy, smart transportation, smart healthcare, etc.) that also involve human in the loop through social interactions and participatory and/or mobile crowd sensing, for example. The goal of pervasive computing systems is to improve human experience and quality of life, without explicit awareness of the underlying communications and computing technologies. The Pervasive and Mobile Computing Journal (PMC) is a high-impact, peer-reviewed technical journal that publishes high-quality scientific articles spanning theory and practice, and covering all aspects of pervasive and mobile computing and systems.
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