Three-level modeling of a speed-scaling supercomputer
Publication type: Journal Article
Publication date: 2022-06-21
scimago Q1
wos Q1
SJR: 1.092
CiteScore: 9.8
Impact factor: 4.5
ISSN: 02545330, 15729338
Management Science and Operations Research
General Decision Sciences
Abstract
In this paper we study a simultaneous service multiserver system which we call speed-scaling supercomputer, where speed-scaling is used to address the performance/power demand tradeoff. We treat the system by three-level modeling approach, using matrix-analytic method, generalized semi-Markov processes and small-scale technical system as the three levels of modeling. An explicit form of stability condition is obtained for a two-server system with heterogeneous customer classes. Regenerative estimation approach is used for confidence estimation of performance measures both in simulation and technical models. We demonstrate the potential of the three-level modeling approach on a relatively sophisticated and interesting model by performing extensive experiments.
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Rumyantsev A. S. et al. Three-level modeling of a speed-scaling supercomputer // Annals of Operations Research. 2022. Vol. 331. No. 2. pp. 649-677.
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Rumyantsev A. S., Basmadjian R., Astafiev S. N., Golovin A. Three-level modeling of a speed-scaling supercomputer // Annals of Operations Research. 2022. Vol. 331. No. 2. pp. 649-677.
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TY - JOUR
DO - 10.1007/s10479-022-04830-0
UR - https://doi.org/10.1007/s10479-022-04830-0
TI - Three-level modeling of a speed-scaling supercomputer
T2 - Annals of Operations Research
AU - Rumyantsev, Alexander S.
AU - Basmadjian, Robert
AU - Astafiev, S N
AU - Golovin, Alexander
PY - 2022
DA - 2022/06/21
PB - Springer Nature
SP - 649-677
IS - 2
VL - 331
SN - 0254-5330
SN - 1572-9338
ER -
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BibTex (up to 50 authors)
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@article{2022_Rumyantsev,
author = {Alexander S. Rumyantsev and Robert Basmadjian and S N Astafiev and Alexander Golovin},
title = {Three-level modeling of a speed-scaling supercomputer},
journal = {Annals of Operations Research},
year = {2022},
volume = {331},
publisher = {Springer Nature},
month = {jun},
url = {https://doi.org/10.1007/s10479-022-04830-0},
number = {2},
pages = {649--677},
doi = {10.1007/s10479-022-04830-0}
}
Cite this
MLA
Copy
Rumyantsev, Alexander S., et al. “Three-level modeling of a speed-scaling supercomputer.” Annals of Operations Research, vol. 331, no. 2, Jun. 2022, pp. 649-677. https://doi.org/10.1007/s10479-022-04830-0.