MiSo:用于鲁棒和有效地解决和最小化问题的DSL

IF 9.5 1区 计算机科学 Q1 COMPUTER SCIENCE, SOFTWARE ENGINEERING
Federico Sichetti, Enrico Puppo, Zizhou Huang, Marco Attene, Denis Zorin, Daniele Panozzo
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引用次数: 0

摘要

计算机图形学中的许多问题都可以表述为寻找受一组非线性约束的函数的全局最小值(Minimize),或寻找非线性约束系统的所有解(Solve)。我们介绍了MiSo,一种特定于领域的语言和编译器,用于为低维最小化和求解问题生成高效的c++代码,它使用区间方法在使用浮点运算的同时保证结果的保守性。我们证明,与手工优化的代码相比,miso生成的代码在几个计算机图形问题上表现出具有竞争力的性能,包括具有非线性轨迹的高阶碰撞检测,表面-表面相交,以及有限元模拟的几何有效性检查。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
MiSo: A DSL for Robust and Efficient Solve and MInimize Problems
Many problems in computer graphics can be formulated as finding the global minimum of a function subject to a set of non-linear constraints (Minimize), or finding all solutions of a system of non-linear constraints (Solve). We introduce MiSo, a domain-specific language and compiler for generating efficient C++ code for low-dimensional Minimize and Solve problems, that uses interval methods to guarantee conservative results while using floating point arithmetic. We demonstrate that MiSo-generated code shows competitive performance compared to hand-optimized codes for several computer graphics problems, including high-order collision detection with non-linear trajectories, surface-surface intersection, and geometrical validity checks for finite element simulation.
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来源期刊
ACM Transactions on Graphics
ACM Transactions on Graphics 工程技术-计算机:软件工程
CiteScore
14.30
自引率
25.80%
发文量
193
审稿时长
12 months
期刊介绍: ACM Transactions on Graphics (TOG) is a peer-reviewed scientific journal that aims to disseminate the latest findings of note in the field of computer graphics. It has been published since 1982 by the Association for Computing Machinery. Starting in 2003, all papers accepted for presentation at the annual SIGGRAPH conference are printed in a special summer issue of the journal.
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