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Proceedings of the Institute for System Programming of the RAS, 2019, Volume 31, Issue 5, Pages 183–190
DOI: https://doi.org/10.15514/ISPRAS-2019-31(5)-14
(Mi tisp463)
 

Dynamic forecasting of the completion time of a computational experiment in a Desktop Grid

E. E. Ivashkoab, V. S. Litovchenkoa

a Petrozavodsk State University
b Institute of Applied Mathematical Research, Karelian Research Centre of RAS
References:
Abstract: Desktop Grid is a powerful tool to perform high-throughput computing. Desktop Grid is a form of distributed high-throughput computing system, which uses idle time of non-dedicated geographically distributed computing nodes connected over low-speed network. It has significant differences from computing clusters and computational GRIDs, and needs special operation tackle.  In this paper, we present a mechanism for dynamic forecasting of the completion time of a computational experiment in a Desktop Grid. We propose a statistical approach based on the linear regression model with the calculation of a confidence interval, taking into account the accumulation of statistical error and, if needed, changing the forecast. The developed approach is used to implement a forecasting algorithm and software module for a Desktop Grid. We present experimental results based on data from the RakeSearch volunteer computing project.
Keywords: Desktop Grid, BOINC, tasksbag runtime estimation, completion time, point prediction, confidence interval, standard error of estimation.
Funding agency Grant number
Russian Foundation for Basic Research 18-37-00094
18-07-00628
This work was supported by RFBR grants: No. 18-37-00094, No. 18-07-00628 А.
Document Type: Article
Language: Russian
Citation: E. E. Ivashko, V. S. Litovchenko, “Dynamic forecasting of the completion time of a computational experiment in a Desktop Grid”, Proceedings of ISP RAS, 31:5 (2019), 183–190
Citation in format AMSBIB
\Bibitem{IvaLit19}
\by E.~E.~Ivashko, V.~S.~Litovchenko
\paper Dynamic forecasting of the completion time of a computational experiment in a Desktop Grid
\jour Proceedings of ISP RAS
\yr 2019
\vol 31
\issue 5
\pages 183--190
\mathnet{http://mi.mathnet.ru/tisp463}
\crossref{https://doi.org/10.15514/ISPRAS-2019-31(5)-14}
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