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Uncertainty-aware Decisions in Cloud Computing
ACM Computing Surveys ( IF 16.6 ) Pub Date : 2021-05-24 , DOI: 10.1145/3447583
H. M. Dipu Kabir 1 , Abbas Khosravi 1 , Subrota K. Mondal 2 , Mustaneer Rahman 3 , Saeid Nahavandi 1 , Rajkumar Buyya 4
Affiliation  

The rapid growth of the cloud industry has increased challenges in the proper governance of the cloud infrastructure. Many intelligent systems have been developing, considering uncertainties in the cloud. Intelligent approaches with the consideration of uncertainties bring optimal management with higher profitability. Uncertainties of different levels and different types exist in various domains of cloud computing. This survey aims to discuss all types of uncertainties and their effect on different components of cloud computing. The article first presents the concept of uncertainty and its quantification. A vast number of uncertain events influence the cloud, as it is connected with the entire world through the internet. Five major uncertain parameters are identified, which are directly affected by numerous uncertain events and affect the performance of the cloud. Notable events affecting major uncertain parameters are also described. Besides, we present notable uncertainty-aware research works in cloud computing. A hype curve on uncertainty-aware approaches in the cloud is also presented to visualize current conditions and future possibilities. We expect the inauguration of numerous uncertainty-aware intelligent systems in cloud management over time. This article may provide a deeper understanding of managing cloud resources with uncertainties efficiently to future cloud researchers.

中文翻译:

云计算中的不确定性决策

云行业的快速发展增加了对云基础设施进行适当治理的挑战。考虑到云中的不确定性,许多智能系统一直在开发。考虑不确定性的智能方法带来具有更高盈利能力的优化管理。云计算的各个领域都存在不同层次、不同类型的不确定性。本调查旨在讨论所有类型的不确定性及其对云计算不同组件的影响。本文首先介绍了不确定性的概念及其量化。大量的不确定事件影响着云,因为它通过互联网与整个世界相连。确定了五个主要的不确定参数,直接受到众多不确定事件的影响,影响云的性能。还描述了影响主要不确定参数的显着事件。此外,我们还展示了云计算中值得注意的不确定性感知研究工作。还展示了关于云中的不确定性感知方法的炒作曲线,以可视化当前状况和未来的可能性。我们预计随着时间的推移,在云管理中会出现大量的不确定性感知智能系统。本文可能会为未来的云研究人员提供更深入的了解如何有效管理具有不确定性的云资源。还展示了关于云中的不确定性感知方法的炒作曲线,以可视化当前状况和未来的可能性。我们预计随着时间的推移,在云管理中会出现大量的不确定性感知智能系统。本文可能会为未来的云研究人员提供更深入的了解如何有效管理具有不确定性的云资源。还展示了关于云中的不确定性感知方法的炒作曲线,以可视化当前状况和未来的可能性。我们预计随着时间的推移,在云管理中会出现大量的不确定性感知智能系统。本文可能会为未来的云研究人员提供更深入的了解如何有效管理具有不确定性的云资源。
更新日期:2021-05-24
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