The local Time Warp approach to parallel simulation

H. Rajaei, R. Ayani, L. Thorelli
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引用次数: 88

Abstract

The two main approaches to parallel discrete event simulation – conservative and optimistic – are likely to encounter some limitations when the size and complexity of the simulation system increases. For such large scale simulations, the conservative approach appears to be limited by blocking overhead and sensitivity to lookahead, whereas the optimistic approach may become prone to cascading rollbacks, state saving overhead, and demands for larger memory space. These drawbacks restrict the synchronization schemes based on each of the two approaches from scaling up. A combined approach may resolve these limitations, while preserving and utilizing potential advantages of each method. However, the schemes proposed so far integrate the two views at the same level, i.e. local to a logical process, and hence may not be able to fully solve the problems. In this paper we propose the Local Time Warp method for parallel discrete-event simulation and present a novel synchronization scheme for it called HCTW. The new scheme hierarchically combines a Conservative Time Window algorithm with Time Warp and aims at reducing cascade rollbacks, sensitivity to lookahead, and the scalability problems. Local Time Warp is believed to be suitable for parallel machines equipped with thousands of processors and thus an appropriate candidate for simulation of large and complex systems.
局部时间扭曲方法的并行仿真
当模拟系统的规模和复杂性增加时,两种主要的并行离散事件模拟方法-保守和乐观-可能会遇到一些限制。对于如此大规模的模拟,保守方法似乎受到阻塞开销和对前瞻性的敏感性的限制,而乐观方法可能容易出现级联回滚、状态节省开销和对更大内存空间的需求。这些缺点限制了基于这两种方法的同步方案的扩展。一种联合的方法可以解决这些限制,同时保留和利用每种方法的潜在优势。然而,目前所提出的方案都是在同一层次上整合这两种观点,即局部于一个逻辑过程,因此可能无法完全解决问题。本文提出了并行离散事件模拟的局部时间扭曲方法,并提出了一种新的同步方案HCTW。新方案将保守时间窗算法与时间扭曲算法分层结合,旨在减少级联回滚、对前瞻性的敏感性和可扩展性问题。局部时间扭曲被认为适用于配备数千个处理器的并行机器,因此是模拟大型复杂系统的合适候选者。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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