High-performance and distributed computing are the backends aimed to equip researchers in addressing computationally intensive modeling and simulation problems. While high-performance systems, such as supercomputers, require specific knowledge and algorithms to be efficiently utilized, the so-called desktop grid systems and hybrid computing systems (as a combination of the former two classes) provide a relatively easy configurable and cheap solution for obtaining necessary computational power. Observing a large number of researchers using R language as a primary solution for applied studies (including modeling, simulation and statistical study in various fields), we introduce the RBOINC package for R language. The package allows to easily perform the so-called parameter sweep type of experiments in R language over BOINC infrastructure, the de-facto standard software solution for desktop grid systems. We discuss the implementation, uncover the possible use-cases and provide some directions for future work.
Parameter sweep experiments in hybrid computing systems with R language / Rumyantsev, Alexander; Sukhoroslov, Oleg; Eparskaya, Anna; Blanzieri, Enrico; Cavecchia, Valter. - In: INTERNATIONAL JOURNAL OF INNOVATIVE TECHNOLOGY AND EXPLORING ENGINEERING. - ISSN 2278-3075. - 8:7S2(2019), pp. 590-596.
Parameter sweep experiments in hybrid computing systems with R language
Blanzieri, Enrico;Cavecchia, Valter
2019-01-01
Abstract
High-performance and distributed computing are the backends aimed to equip researchers in addressing computationally intensive modeling and simulation problems. While high-performance systems, such as supercomputers, require specific knowledge and algorithms to be efficiently utilized, the so-called desktop grid systems and hybrid computing systems (as a combination of the former two classes) provide a relatively easy configurable and cheap solution for obtaining necessary computational power. Observing a large number of researchers using R language as a primary solution for applied studies (including modeling, simulation and statistical study in various fields), we introduce the RBOINC package for R language. The package allows to easily perform the so-called parameter sweep type of experiments in R language over BOINC infrastructure, the de-facto standard software solution for desktop grid systems. We discuss the implementation, uncover the possible use-cases and provide some directions for future work.File | Dimensione | Formato | |
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