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Article

Three-level-parallelization support framework for large-scale analytic simulation

, , , , , & show all
Pages 194-207 | Received 14 Dec 2015, Accepted 13 Mar 2017, Published online: 19 Dec 2017
 

Abstract

Fully exploiting the parallelism in large-scale analytic simulation is an essential way to meet the increasing demand for computing resources. This paper deconstructs large-scale analytic simulation using a hierarchical approach. Five computational characteristics that cause the huge computing requirements of analytic simulation are summarized: “Multi-sample”, “Multi-entity”, “Running-as-fast-as-possible”, “Synchronization for constraint of causality”, and “Complex model calculation”. According to these characteristics, a “Sample, Entity, Model” three-level-Parallelization support framework is proposed to exploit the parallelism on three levels. Under the guidance of this framework, a High-Performance Simulation Computer system which integrated software management and hardware support was designed, and then applied in realistic applications. The experimental results show that the designed system can effectively utilize the potential parallelism characteristics in analytic simulation. Consequently, the simulation performance can be improved dozens or even hundreds of times.

Acknowledgements

The research was supported by the National Natural Science Foundation of China (No. 61170048) and Research Project of State Key Laboratory of High Performance Computing of National University of Defense Technology (No. 201303-05).

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