Semantic resource classification using statistical analysis for application characteristics in intercloud environment
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초록

Scientists gain benefits from scalable resource provisioning on-demand, and various computing environments by using cloud computing resources for their applications. However, many cloud computing providers offer their cloud resources according to their own rules. The descriptions of various cloud resources also differ for each vendor. Subsequently, it becomes difficult to find suitable cloud resources given the characteristics of an application. Scientists therefore, select resources used in previous experiments or best performance resources without considering the characteristics of their applications. There is the need to standardize notations to support simple selection of cloud resources without the constraints of providers. Intercloud can use cloud resources without considering cloud providers in hybrid cloud environments. Intercloud project has been studied for interoperability and creates mOSAIC ontology to conceptualize various resources. However, the mOSAIC ontology attributes are limited when considering characteristics of an application. We propose a semantic engine to provide semantic cloud resource services in intercloud environment. We define a rule of categorized resource description with reference to mOSAIC ontology attributes which includes added factors needed to represent application characteristics. We also develop a semantic engine which can choose semantically similar cloud resources using statistical analysis while considering the characteristics of an application. The semantic engine can also classify resources dynamically according to application specifications. © 2015 IEICE.

키워드

application characteristicshybrid cloudsresoruce classificationsemantic cloudCloud computingEnginesStatistical methodsCloud providersComputing environmentsHybrid cloudsInter cloudsOn demandsResource descriptionResource serviceSemantic resourcesSemantics
제목
Semantic resource classification using statistical analysis for application characteristics in intercloud environment
저자
Ahn, YounsunKim, Yoonhee
DOI
10.1109/APNOMS.2015.7275391
발행일
2015-09
유형
Conference Paper
저널명
17th Asia-Pacific Network Operations and Management Symposium: Managing a Very Connected World, APNOMS 2015
페이지
558 ~ 561