Different aspects of workflow scheduling in large-scale distributed systems
Publication type: Journal Article
Publication date: 2017-01-01
scimago Q1
wos Q1
SJR: 0.963
CiteScore: 9.8
Impact factor: 4.6
ISSN: 1569190X, 18781462
Hardware and Architecture
Software
Modeling and Simulation
Abstract
As large-scale distributed systems gain momentum, the scheduling of workflow applications with multiple requirements in such computing platforms has become a crucial area of research. In this paper, we investigate the workflow scheduling problem in large-scale distributed systems, from the Quality of Service (QoS) and data locality perspectives. We present a scheduling approach, considering two models of synchronization for the tasks in a workflow application: (a) communication through the network and (b) communication through temporary files. Specifically, we investigate via simulation the performance of a heterogeneous distributed system, where multiple soft real-time workflow applications arrive dynamically. The applications are scheduled under various tardiness bounds, taking into account the communication cost in the first case study and the I/O cost and data locality in the second. The simulation results provide useful insights into the impact of tardiness bound and data locality on the system performance.
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Metrics
29
Total citations:
29
Citations from 2024:
2
(6.9%)
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GOST
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Stavrinides G. L. et al. Different aspects of workflow scheduling in large-scale distributed systems // Simulation Modelling Practice and Theory. 2017. Vol. 70. pp. 120-134.
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Stavrinides G. L., Duro F. R., KARATZA H. D., Blas J. G., Carretero J. Different aspects of workflow scheduling in large-scale distributed systems // Simulation Modelling Practice and Theory. 2017. Vol. 70. pp. 120-134.
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RIS
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TY - JOUR
DO - 10.1016/j.simpat.2016.10.009
UR - https://doi.org/10.1016/j.simpat.2016.10.009
TI - Different aspects of workflow scheduling in large-scale distributed systems
T2 - Simulation Modelling Practice and Theory
AU - Stavrinides, Georgios L
AU - Duro, Francisco Rodrigo
AU - KARATZA, HELEN D.
AU - Blas, Javier Garcia
AU - Carretero, Jesus
PY - 2017
DA - 2017/01/01
PB - Elsevier
SP - 120-134
VL - 70
SN - 1569-190X
SN - 1878-1462
ER -
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BibTex (up to 50 authors)
Copy
@article{2017_Stavrinides,
author = {Georgios L Stavrinides and Francisco Rodrigo Duro and HELEN D. KARATZA and Javier Garcia Blas and Jesus Carretero},
title = {Different aspects of workflow scheduling in large-scale distributed systems},
journal = {Simulation Modelling Practice and Theory},
year = {2017},
volume = {70},
publisher = {Elsevier},
month = {jan},
url = {https://doi.org/10.1016/j.simpat.2016.10.009},
pages = {120--134},
doi = {10.1016/j.simpat.2016.10.009}
}