并行动态规划的范例

C. Rodríguez, J. R. García, F. García, F. Almeida, Daniel González
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引用次数: 7

摘要

我们将动态规划的顺序模型扩展为并行模型。针对多级自动机的管道网络和环形网络,提出了三种通用的并行动态规划算法。对最优性的研究使我们引入了两类新的多阶段自动机:非递减自动机和强递增自动机。作为实例,将这种并行动态规划方法应用于单个资源分配问题。本文报道了在转发器网络和局域网中使用PVM的结果。实践证明,所提出的算法可以简单有效地实现。此外,这些过程构成了一个合适的内核来构建通用的动态规划并行工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Paradigms for parallel dynamic programming
We extend the sequential model for dynamic programming to a parallel model. We propose three general parallel dynamic programming algorithms for pipeline and ring networks for multistage automatons. The study of the optimality lead us to the introduction of two new classes of multistage automatons: nondecreasing automatons and strongly increasing automatons. As an example, this parallel dynamic programming approach is applied to the single resource allocation problem. Results both for transputer networks and for local area networks using PVM are reported. The experience proves that the proposed algorithms can be easily and efficiently implemented. Furthermore, these procedures constitute a suitable kernel to build general parallel tools for dynamic programming.
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