Fast finite element method for electromagnetics based on gaussian belief propagation

基于高斯置信传播的电磁学快速有限元方法

• 批准号: 461343-2014
• 负责人: Giannacopoulos, Dennis
• 金额: $ 9.07万
• 依托单位: McGill University
• 依托单位国家: 加拿大
• 项目类别: Idea to Innovation
• 财政年份: 2014
• 资助国家: 加拿大
• 起止时间: 2014-01-01 至 2015-12-31
• 项目状态: 已结题
• 来源: https://www.nserc-crsng.gc.ca/ase-oro/Details-Detailles_eng.asp?id=556301
• 关键词: Fast; finite; element; method; electromagnetics

Researchers at McGill University have developed a novel Finite Element Method (FEM) technology referred to as Finite Element Gaussian Belief Propagation (FGaBP). FGaBP recasts the FEM as a probabilistic inference problem, substantially increasing the speed and robustness of FEM software. FGaBP breaks the FEM into distributed computations that can be efficiently executed in parallel on multicore and manycore CPUs. Initial implementations of FGaBP for static electromagnetic applications have shown near-linear scalability with the number of parallel cores and significant speedup compared to widely used open-source FEM libraries.

麦吉尔大学的研究人员开发了一种新颖的有限元方法 (FEM) 技术，称为有限元高斯置信传播 (FGaBP)。 FGaBP 将 FEM 重新定义为概率推理问题，大大提高了 FEM 软件的速度和鲁棒性。 FGaBP 将 FEM 分解为分布式计算，可以在多核和众核 CPU 上高效地并行执行。与广泛使用的开源 FEM 库相比，用于静态电磁应用的 FGaBP 的初始实现已显示出与并行内核数量接近线性的可扩展性以及显着的加速速度。