Title :
Modeling, Optimization and Performance Evaluation of Scientific Workflows in Clouds
Author :
Figiela, Kamil ; Malawski, Maciej
Author_Institution :
Dept. of Comput. Sci., AGH Univ. of Sci. & Technol., Krakοw, Poland
Abstract :
Although clouds offer new opportunities for scientists to access compute resources on demand, the existence of a large number of infrastructures with different billing schemes precludes well-established resource allocation policies, known e.g. From grids. Our research aims to provide methods and tools for cost optimization of cloud-based scientific workflows under various constraints, imposed either by the user (e.g. Deadlines) or by the infrastructure (e.g. Limited available instances).
Keywords :
cloud computing; optimisation; billing schemes; cloud-based scientific workflows; cost optimization; resource allocation policies; Cloud computing; Computational modeling; Computer science; Conferences; Data models; Mathematical programming; IaaS; cloud computing; scientific workflows;
Conference_Titel :
Big Data and Cloud Computing (BdCloud), 2014 IEEE Fourth International Conference on
Conference_Location :
Sydney, NSW
DOI :
10.1109/BDCloud.2014.112