Accelerating optimistic HLA-based simulations in virtual execution environments

High Level Architecture (HLA)-based simulations employing optimistic synchronization allows federates to process event and to advance simulation time freely at the risk of over-optimistic execution and execution rollbacks. In this paper, an adaptive resource provisioning system is proposed to accele...

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Main Authors: Li, Zengxiang, Li, Xiaorong, Duong, Ta Nguyen Binh, Cai, Wentong, Turner, Stephen John
Other Authors: School of Computer Engineering
Format: Conference Paper
Language:English
Published: 2013
Subjects:
Online Access:https://hdl.handle.net/10356/98208
http://hdl.handle.net/10220/17543
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author Li, Zengxiang
Li, Xiaorong
Duong, Ta Nguyen Binh
Cai, Wentong
Turner, Stephen John
author2 School of Computer Engineering
author_facet School of Computer Engineering
Li, Zengxiang
Li, Xiaorong
Duong, Ta Nguyen Binh
Cai, Wentong
Turner, Stephen John
author_sort Li, Zengxiang
collection NTU
description High Level Architecture (HLA)-based simulations employing optimistic synchronization allows federates to process event and to advance simulation time freely at the risk of over-optimistic execution and execution rollbacks. In this paper, an adaptive resource provisioning system is proposed to accelerate optimistic HLA-based simulations in Virtual Execution Environment (VEE). A performance monitor is introduced using a middleware approach to measure the performance of individual federates transparently to the simulation application. Based on the performance measurements, a resource manager distributes the available computational resources to the federates, making them advance simulation time with comparable speeds. Our proposed approach is evaluated using a real-world simulation model with various workload inputs and different parameter settings. The experimental results show that, compared with distributing resources evenly among federates, our proposed approach can accelerate the simulation execution significantly using the same amount of computational resources.
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spelling ntu-10356/982082020-05-28T07:17:15Z Accelerating optimistic HLA-based simulations in virtual execution environments Li, Zengxiang Li, Xiaorong Duong, Ta Nguyen Binh Cai, Wentong Turner, Stephen John School of Computer Engineering Conference on Principles of advanced discrete simulation (2013 : New York, US) DRNTU::Engineering::Computer science and engineering::Computing methodologies::Simulation and modeling High Level Architecture (HLA)-based simulations employing optimistic synchronization allows federates to process event and to advance simulation time freely at the risk of over-optimistic execution and execution rollbacks. In this paper, an adaptive resource provisioning system is proposed to accelerate optimistic HLA-based simulations in Virtual Execution Environment (VEE). A performance monitor is introduced using a middleware approach to measure the performance of individual federates transparently to the simulation application. Based on the performance measurements, a resource manager distributes the available computational resources to the federates, making them advance simulation time with comparable speeds. Our proposed approach is evaluated using a real-world simulation model with various workload inputs and different parameter settings. The experimental results show that, compared with distributing resources evenly among federates, our proposed approach can accelerate the simulation execution significantly using the same amount of computational resources. 2013-11-08T08:38:23Z 2019-12-06T19:52:05Z 2013-11-08T08:38:23Z 2019-12-06T19:52:05Z 2013 2013 Conference Paper Li, Z., Li, X., Duong, T. N. B., Cai, W., & Turner, S. J. (2013). Accelerating optimistic HLA-based simulations in virtual execution environments. Proceedings of the 2013 ACM SIGSIM conference on Principles of advanced discrete simulation - SIGSIM-PADS '13, pp.211-220. https://hdl.handle.net/10356/98208 http://hdl.handle.net/10220/17543 10.1145/2486092.2486119 en
spellingShingle DRNTU::Engineering::Computer science and engineering::Computing methodologies::Simulation and modeling
Li, Zengxiang
Li, Xiaorong
Duong, Ta Nguyen Binh
Cai, Wentong
Turner, Stephen John
Accelerating optimistic HLA-based simulations in virtual execution environments
title Accelerating optimistic HLA-based simulations in virtual execution environments
title_full Accelerating optimistic HLA-based simulations in virtual execution environments
title_fullStr Accelerating optimistic HLA-based simulations in virtual execution environments
title_full_unstemmed Accelerating optimistic HLA-based simulations in virtual execution environments
title_short Accelerating optimistic HLA-based simulations in virtual execution environments
title_sort accelerating optimistic hla based simulations in virtual execution environments
topic DRNTU::Engineering::Computer science and engineering::Computing methodologies::Simulation and modeling
url https://hdl.handle.net/10356/98208
http://hdl.handle.net/10220/17543
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AT duongtanguyenbinh acceleratingoptimistichlabasedsimulationsinvirtualexecutionenvironments
AT caiwentong acceleratingoptimistichlabasedsimulationsinvirtualexecutionenvironments
AT turnerstephenjohn acceleratingoptimistichlabasedsimulationsinvirtualexecutionenvironments