Desktop to Cloud Migration of Scientific Computing Experiments
Scientific computing applications usually need huge amounts of computational power. The cloud provides interesting high-performance computing solutions, with its promise of virtually infinite resources on demand. However, migrating scientific computing problems to clouds and the re-creation of softw...
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Zusammenfassung: | Scientific computing applications usually need huge amounts of computational
power. The cloud provides interesting high-performance computing solutions,
with its promise of virtually infinite resources on demand. However, migrating
scientific computing problems to clouds and the re-creation of software
environment on the vendor-supplied OS and cloud instances is often a laborious
task. It is also assumed that the scientist who is performing the experiments
has significant knowledge of computer science, cloud computing and the
migration procedure, which is often not true. Considering these obstacles, we
have designed a tool suite that migrates the complete software environment
directly to the cloud. The developed desktop-to-cloud-migration (D2CM) tool
supports transformation and migration of virtual machine images, reusable
deployment description and life-cycle management for applications to be hosted
on Amazon Cloud or compatible infrastructure such as Eucalyptus. The paper also
presents an electrochemical case study and computational experiments targeted
at designing modern supercapacitors. These experiments have extensively used
the tool in drawing domain specific results. Detailed analysis of the case
showed that D2CM tool not only simplifies the migration procedure for the
scientists, but also helps them in optimizing the calculations and compute
clusters, by providing them a new dimension -- cost-to-value of computational
experiments. |
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DOI: | 10.48550/arxiv.1511.08078 |