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Parallel isosurface extraction for 3D data analysis workflows in distributed environments

机译:并行等值面提取,用于分布式环境中的3D数据分析工作流

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In this paper we discuss the issues related to the development of efficient parallel implementations of the Marching Cubes algorithm, one of the most used methods for isosurface extraction, which is a fundamental operation for 3D data analysis and visualization. We present three possible parallelization strategies and we outline the pros and cons of each of them, considering isosurface extraction as standalone operation or as part of a dynamic workflow. Our analysis shows that none of these implementations represents the most efficient solution for arbitrary situations. This is a major issue, because in many cases the quality of the service provided by a workflow depends on the possibility of selecting dynamically the operations to perform and, consequently, the more efficient basic building block for each stage. In this paper we present a set of guidelines that permits to achieve the highest performance for the extraction of isosurface in the most common situations, considering the characteristics of the data to process and of the workflow. These guidelines represent a suitable example to support the efficient configurations of workflows for 3D data processing in a dynamic and complex computing environment. Copyright
机译:在本文中,我们讨论了与Marching Cubes算法有效并行实现的开发有关的问题,Marching Cubes算法是等值面提取中最常用的方法之一,它是3D数据分析和可视化的基本操作。我们介绍了三种可能的并行化策略,并概述了每种方法的优缺点,并将等值面提取视为独立操作或作为动态工作流的一部分。我们的分析表明,这些实现都不代表任意情况下最有效的解决方案。这是一个主要问题,因为在许多情况下,工作流提供的服务的质量取决于动态选择要执行的操作的可能性,因此取决于每个阶段更有效的基本构建块。在本文中,我们考虑到要处理的数据和工作流程的特征,提出了一套准则,可以在最常见的情况下实现等值面提取的最高性能。这些准则代表了一个合适的示例,以支持在动态和复杂的计算环境中进行3D数据处理的工作流的有效配置。版权

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