Interactivity-constrained server provisioning in large-scale distributed virtual environments
Maintaining interactivity is one of the key challenges in distributed virtual environments (DVEs). In this paper, we consider a new problem, termed the interactivity-constrained server provisioning problem, whose goal is to minimize the number of distributed servers needed to achieve a prespecified...
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sg-ntu-dr.10356-1022692020-05-28T07:18:01Z Interactivity-constrained server provisioning in large-scale distributed virtual environments Ta, Duong Nguyen Binh Nguyen, Thang Zhou, Suiping Tang, Xueyan Cai, Wentong Ayani, Rassul School of Computer Engineering Parallel and Distributed Computing Centre DRNTU::Engineering::Computer science and engineering Maintaining interactivity is one of the key challenges in distributed virtual environments (DVEs). In this paper, we consider a new problem, termed the interactivity-constrained server provisioning problem, whose goal is to minimize the number of distributed servers needed to achieve a prespecified level of interactivity. We identify and formulate two variants of this new problem and show that they are both NP-hard via reductions to the set covering problem. We then propose several computationally efficient approximation algorithms for solving the problem. The main algorithms exploit dependencies among distributed servers to make provisioning decisions. We conduct extensive experiments to evaluate the performance of the proposed algorithms. Specifically, we use both static Internet latency data available from prior measurements and topology generators, as well as the most recent, dynamic latency data collected via our own large-scale deployment of a DVE performance monitoring system over PlanetLab. The results show that the newly proposed algorithms that take into account interserver dependencies significantly outperform the well-established set covering algorithm for both problem variants. 2013-10-16T05:26:00Z 2019-12-06T20:52:27Z 2013-10-16T05:26:00Z 2019-12-06T20:52:27Z 2012 2012 Journal Article Ta, D. N. B., Nguyen, T., Zhou, S. P., Tang, X. Y., Cai, W. T., & Ayani, R. (2012). Interactivity-constrained server provisioning in large-scale distributed virtual environments. IEEE transactions on parallel and distributed systems, 23(2), 304-312. https://hdl.handle.net/10356/102269 http://hdl.handle.net/10220/16528 10.1109/TPDS.2011.107 en IEEE transactions on parallel and distributed systems |
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DRNTU::Engineering::Computer science and engineering Ta, Duong Nguyen Binh Nguyen, Thang Zhou, Suiping Tang, Xueyan Cai, Wentong Ayani, Rassul Interactivity-constrained server provisioning in large-scale distributed virtual environments |
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Maintaining interactivity is one of the key challenges in distributed virtual environments (DVEs). In this paper, we consider a new problem, termed the interactivity-constrained server provisioning problem, whose goal is to minimize the number of distributed servers needed to achieve a prespecified level of interactivity. We identify and formulate two variants of this new problem and show that they are both NP-hard via reductions to the set covering problem. We then propose several computationally efficient approximation algorithms for solving the problem. The main algorithms exploit dependencies among distributed servers to make provisioning decisions. We conduct extensive experiments to evaluate the performance of the proposed algorithms. Specifically, we use both static Internet latency data available from prior measurements and topology generators, as well as the most recent, dynamic latency data collected via our own large-scale deployment of a DVE performance monitoring system over PlanetLab. The results show that the newly proposed algorithms that take into account interserver dependencies significantly outperform the well-established set covering algorithm for both problem variants. |
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School of Computer Engineering |
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School of Computer Engineering Ta, Duong Nguyen Binh Nguyen, Thang Zhou, Suiping Tang, Xueyan Cai, Wentong Ayani, Rassul |
format |
Article |
author |
Ta, Duong Nguyen Binh Nguyen, Thang Zhou, Suiping Tang, Xueyan Cai, Wentong Ayani, Rassul |
author_sort |
Ta, Duong Nguyen Binh |
title |
Interactivity-constrained server provisioning in large-scale distributed virtual environments |
title_short |
Interactivity-constrained server provisioning in large-scale distributed virtual environments |
title_full |
Interactivity-constrained server provisioning in large-scale distributed virtual environments |
title_fullStr |
Interactivity-constrained server provisioning in large-scale distributed virtual environments |
title_full_unstemmed |
Interactivity-constrained server provisioning in large-scale distributed virtual environments |
title_sort |
interactivity-constrained server provisioning in large-scale distributed virtual environments |
publishDate |
2013 |
url |
https://hdl.handle.net/10356/102269 http://hdl.handle.net/10220/16528 |
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1681057184857718784 |