Surface reconstruction in parallel

Sunjay E. Talele, T. Johnson, P. Livadas
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引用次数: 3

Abstract

By exploiting the structure of a directed toroidal graph, the authors have developed a parallel solution to find the shortest path. A parallel dynamic programming solution to finding the minimum cost path is presented. First the authors map the toroidal graph to a planar graph, whose structure is exploited to form a parallel algorithm suitable for a message-passing parallel architecture. The problem has applications in surface reconstruction, where contours of a surface are represented as graphs. Finding the shortest-path in these graphs corresponds to finding a best-fit surface over the contours. By parallelizing the solution, the authors have obtained a significant speedup to a computationally intensive problem. Since generic message passing is used for interprocessor communication, the proposed algorithm can be implemented in any distributed or parallel environment. In a heterogeneous environment, relative processor speed and memory would have to be considered for load balancing.<>
并行曲面重建
利用有向环面图的结构,提出了一种求最短路径的并行解。提出了一种求解最小代价路径的并行动态规划方法。首先将环面图映射为平面图,利用平面图的结构形成适合于消息传递并行体系结构的并行算法。这个问题在曲面重建中也有应用,曲面的轮廓用图形表示。在这些图中找到最短路径对应于在等高线上找到最佳拟合曲面。通过并行化解决方案,作者获得了计算密集型问题的显著加速。由于通用消息传递用于处理器间通信,因此所提出的算法可以在任何分布式或并行环境中实现。在异构环境中,必须考虑相对处理器速度和内存来实现负载平衡。
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