Collaborative Resource Sharing Game Based Cloud-Edge Offload Computing Orchestration Scheme

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초록

In the foreseeable future, the rapid growth of mobile communications and cloud systems has substantially promoted edge computing paradigm. Although edge computing technology has been attracting much interest, most current research is application-specific without considering a control perspective of cloud providers that provides general-purpose edge services. In this study, we present a new cloud-edge computing orchestration scheme that integrates the different resource sharing problems to maximize benefits for offloading computing services. Specifically, we focus on two cooperative game solutions -Sim bargaining solution and interval Banzhaf Value- to effectively share the computing, communication and cache resources in the cloud-edge system platform. In the proposed scheme, we formalize two different cooperative games, and they work together and act cooperatively to satisfy contradictory requirements. Under widely different service request situations, we aim at accelerating an efficient resource orchestration through dynamic workload balancing. The primary goal of our cooperative game approach is to find optimal control decisions toward the appropriate system operation. Finally, we evaluate the proposed scheme in terms of several performance criteria from the numerical simulations. Experimental results show that we can achieve a mutually desirable solution with a good system performance balance while enhancing the resource efficiency better than the existing cloud-edge control protocols.

키워드

GamesServersResource managementCloud computingInternet of ThingsQuality of serviceTask analysisCloud edge computingInternet of Thingresource sharing problemsSim bargaining solutioninterval Banzhaf valueINTERVAL SHAPLEYALLOCATION
제목
Collaborative Resource Sharing Game Based Cloud-Edge Offload Computing Orchestration Scheme
저자
Kim, Sungwook
DOI
10.1109/ACCESS.2022.3190857
발행일
2022-08
유형
Article
저널명
IEEE Access
10
페이지
74523 ~ 74532