岩土材料的gpgpu加速热力耦合有限差分/混合有限离散元(FDM/FDEM)模型

IF 8.4 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL
Zihan Liu , Louis Ngai Yuen Wong
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引用次数: 0

摘要

热-力耦合分析是计算地质力学领域的研究热点之一。为了解决与高精度模拟相关的大量计算成本,图形处理单元通用计算(GPGPU)加速是一种提高数值效率的前沿技术。本研究提出了一种变革性的方法,提出了基于cuda的TM耦合模型,该模型集成了有限差分法(FDM)和混合有限离散元法(FDEM)。热场计算采用FDM网格,力学响应计算采用FDEM网格。采用双线性插值将FDM结果转化为FDEM模型。通用模型支持矩形和圆形FDM边界。为了解决接触传热问题,我们引入了一种用于FDM-FDEM模型的热管方案。已经开发了几个CUDA内核函数来计算节点力,执行接触检测,计算接触力和评估热场。为了验证模型的可靠性,采用了一系列涉及岩板、岩堆、井筒稳定性、陶瓷和放射性废物库的数值实例。计算效率的比较表明,我们的模型可以实现数百倍的整体加速比,大大超过用C语言实现的传统模型。这些结果突出了我们的方法在推进TM耦合算法和FDEM建模方面的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On the GPGPU-accelerated thermomechanical coupling finite-difference method / hybrid finite-discrete element method (FDM/FDEM) model for geomaterials
Thermomechanical (TM) coupling analysis is one of the hot research topics in computational geomechanics. To address the large computational costs associated with high-accuracy simulations, General-Purpose computing on Graphics Processing Units (GPGPU) acceleration is a cutting-edge technique that enhances numerical efficiency. This study presents a transformative approach by presenting the CUDA-based TM coupling model that integrates the finite-difference method (FDM) with a hybrid finite-discrete element method (FDEM). FDM grids are used for thermal field calculations, while FDEM meshes are employed to compute mechanical responses. Bi-linear interpolation is applied to transfer the FDM results to the FDEM model. The versatile model supports both rectangular and circular FDM boundaries. To address the challenge of contact heat transfer problems, we introduce a heat pipe scheme for the FDM-FDEM model. Several CUDA kernel functions have been developed to calculate node forces, perform contact detection, compute contact forces, and evaluate the thermal field. A series of numerical cases involving rock plates, rock heaps, wellbore stability, ceramics, and radioactive waste repositories were conducted to validate the model's reliability. Comparisons of computational efficiency demonstrate that our model can achieve an overall speed-up ratio in the hundreds, significantly outpacing traditional models implemented in C language. These results highlight the potential of our approach to advance TM coupling algorithms and FDEM modeling.
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来源期刊
Engineering Geology
Engineering Geology 地学-地球科学综合
CiteScore
13.70
自引率
12.20%
发文量
327
审稿时长
5.6 months
期刊介绍: Engineering Geology, an international interdisciplinary journal, serves as a bridge between earth sciences and engineering, focusing on geological and geotechnical engineering. It welcomes studies with relevance to engineering, environmental concerns, and safety, catering to engineering geologists with backgrounds in geology or civil/mining engineering. Topics include applied geomorphology, structural geology, geophysics, geochemistry, environmental geology, hydrogeology, land use planning, natural hazards, remote sensing, soil and rock mechanics, and applied geotechnical engineering. The journal provides a platform for research at the intersection of geology and engineering disciplines.
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