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A Parallel, Distributed, High-Performance Architecture for Simulating Particle-Based Models

机译:用于模拟基于粒子型号的并行,分布式高性能架构

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摘要

Particle-based models are widespread in the field of computer graphics and are mostly used in soft-body dynamics, for simulating surfaces such as cloth, fluids and biologic tissue. As model resolution and scenario complexity increases, the computation required for these particular applications becomes overwhelming for a single processing unit, especially when interactivity is required, thus parallelization must be employed in order to provide a fast, flexible and scalable simulation environment. High-performance computing architectures such as graphics clusters may provide the parallel computing and rendering power required, but the distributed and remote nature of the computation and rendering process introduce specific challenges that must be tackled. We propose a parallel, distributed, modular system architecture for a particle-based simulator on GPU clusters, encapsulating powerful parallel and distributed processing, distributed rendering and remote interaction techniques, for flexible, fast simulation of large models and complex scenarios. For validating and evaluating the proposed architecture, we perform a visual comparison of two largely used numeric integration methods, namely the explicit Velocity Verlet and implicit Euler integration techniques.
机译:基于粒子的模型在计算机图形学领域普遍存在,主要用于软体动力学,用于模拟布,流体和生物组织等表面。作为模型分辨率和场景复杂性增加,这些特定应用所需的计算变得压倒单个处理单元,特别是当需要交互时,因此必须采用并行化以提供快速,灵活和可扩展的仿真环境。高性能计算架构(如图形集群)可以提供所需的并行计算和渲染功率,但计算和渲染过程的分布式和远程性质引入了必须解决的特定挑战。我们提出了一种用于GPU集群的基于粒子模拟器的平行,分布式模块化系统架构,封装强大的并行和分布式处理,分布式渲染和远程交互技术,用于灵活,快速仿真的大型模型和复杂场景。为了验证和评估所提出的架构,我们执行两个主要使用的数字集成方法的可视化比较,即显式速度法术和隐式欧拉集成技术。

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