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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sg-smu-ink.sis_research-57722020-01-16T10:26:02Z Accelerating optimistic HLA-based simulations in virtual execution environments LI, Zengxiang LI, Xiaorong TA, Nguyen Binh Duong CAI, Wentong TURNER, Stephen John 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. 2013-05-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/4769 info:doi/10.1145/2486092.2486119 https://ink.library.smu.edu.sg/context/sis_research/article/5772/viewcontent/2486092.2486119.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University HLA-based Simulations Optimistic Synchronization Virtual Execution Environment VM Scheduling Cloud Computing Software Engineering |
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HLA-based Simulations Optimistic Synchronization Virtual Execution Environment VM Scheduling Cloud Computing Software Engineering LI, Zengxiang LI, Xiaorong TA, Nguyen Binh Duong CAI, Wentong TURNER, Stephen John Accelerating optimistic HLA-based simulations in virtual execution environments |
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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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text |
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LI, Zengxiang LI, Xiaorong TA, Nguyen Binh Duong CAI, Wentong TURNER, Stephen John |
author_facet |
LI, Zengxiang LI, Xiaorong TA, Nguyen Binh Duong CAI, Wentong TURNER, Stephen John |
author_sort |
LI, Zengxiang |
title |
Accelerating optimistic HLA-based simulations in virtual execution environments |
title_short |
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_sort |
accelerating optimistic hla-based simulations in virtual execution environments |
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Institutional Knowledge at Singapore Management University |
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2013 |
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https://ink.library.smu.edu.sg/sis_research/4769 https://ink.library.smu.edu.sg/context/sis_research/article/5772/viewcontent/2486092.2486119.pdf |
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