COSMOS -结合优化和仿真软件的框架

Cosmin-Gabriel Samoila, E. Slusanschi
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引用次数: 0

摘要

仿真软件是将数学模型转换成代码,用来描述物理系统。考虑到设计和编写仿真软件需要大量关于我们想要建模的系统的知识,我们将专注于将优化软件与现有的高能粒子和分子动力学仿真程序集成在一起。优化软件是一种特殊的软件,它针对应用程序,根据期望的结果调整它们的参数和输入。通过执行优化步骤,我们的目标要么是更低的运行时间,要么是更好的模拟精度。COSMOS是一个框架,旨在提供三个主要功能:根据程序输入和参数优化仿真输出,为HPC资源上仿真包的所有任务提供改进的调度策略,并提供增强的应用参数敏感性分析。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
COSMOS - Framework for Combining Optimization and Simulation Software
A simulation software is a mathematical model translated into code and it describes a physical system. Given the fact that designing and writing simulation software requires a lot of knowledge about the system we want to model, we will focus on integrating optimization software with existing simulation programs for high energy particles and molecular dynamics. An optimization software is a special kind of software that targets applications and tunes their parameters and input accordingly to the desired result. By performing an optimization step, we are aiming either a lower run time or a better simulation precision. COSMOS is a framework that aims to provide three main functions: to optimize simulation output with respect to program input and parameters, to provide improved scheduling policies for all tasks of the simulation packages on HPC resources, and to offer enhanced sensitivity analysis of application parameters.
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