Resource and application-aware resource discovery in computing environments

被引:0
|
作者
Norouzi, Mohammad [1 ]
Jannesari, Ali [2 ,3 ]
机构
[1] Iran Univ Sci & Technol, Tehran, Iran
[2] German Res Sch Simulat Sci, Aachen, Germany
[3] Rhein Westfal TH Aachen, Aachen, Germany
来源
JOURNAL OF SUPERCOMPUTING | 2015年 / 71卷 / 03期
关键词
Computing environments; Resource discovery; Load balancing; Application process behavior; Resource capacity; Multivariate regression;
D O I
10.1007/s11227-014-1327-2
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Efficient resource discovery plays a vital role in the effective management of resources and applications in heterogeneous computing environments. Therefore, the knowledge of applications' behavior and resources' usage pattern improves resource discovery decisions. This knowledge can be provided for the resource discovery mechanism by cooperating with the load balancing mechanism. In this paper, we formulate their cooperation by considering some parameters that represent applications' behavior and resources' usage patterns and extract the relation between them to introduce a formula using mathematical methods. Further, the resource discovery mechanism uses the formula to predict resources' load before assigning them new processes and thus it prevents resource overloading which happens frequently in computing environments.
引用
收藏
页码:824 / 839
页数:16
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