Title :
An Image Processing-based Test Bench for Performance Evaluation in Hybrid Clouds
Author :
Santos, Rafael D. C. ; Apduhan, Bernady O.
Author_Institution :
LAC/CTE, Brazilian Nat. Inst. for Space Res., Silo José dos Campos, Brazil
Abstract :
Hybrid clouds are combinations of private, community and/or public clouds, and allow the creation of "cloud bursting" deployment models, in which part of the data processing is done in a private cloud and resources from public clouds are used when needed. This model is particularly interesting for CPU-intensive scientific data processing. In order to help determine in which conditions part of the whole of a large data processing task must be sent to a public or private cloud, dynamic benchmarks are required. In this paper we propose an image processing-based test bench that monitors the performance of the clouds resources to gather useful statistics and to determine which resource should be used for a specific task, in order to reduce costs and running time.
Keywords :
benchmark testing; cloud computing; image processing; software performance evaluation; statistical analysis; CPU-intensive scientific data processing; cloud bursting deployment models; community clouds; hybrid clouds; image processing-based test bench; performance evaluation; private clouds; public clouds; statistics; Algorithm design and analysis; Cloud computing; Communities; Computational modeling; Data processing; Image processing; Monitoring; Distributed Image Processing; Hybrid Clouds; Test Bench;
Conference_Titel :
Computational Science and Its Applications (ICCSA), 2013 13th International Conference on
Conference_Location :
Ho Chi Minh City
DOI :
10.1109/ICCSA.2013.54