A novel heterogeneous CPU/GPGPU-accelerated 3D CDEM and its application to modeling deep roadway excavation

IF 4.2 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY
Junguang Huang , Yiming Zhang , Chun Feng , Huanning Hu , Minjie Wen
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Abstract

To improve the accuracy and computational efficiency of the CDEM for deep coal mine roadway excavation modeling, this study proposes a heterogeneous CPU/GPGPU-accelerated solver that integrates a mixed continuous–discontinuous media algorithm. The solver employs an explicit time integration method combined with a modular approach for 3D tetrahedral solid finite elements and fracturable penalty springs, which model rock fracture behavior and the transition from continuum to discontinuum in rock masses. To maximize computational efficiency, the solver uses a hybrid CPU/GPGPU framework with SIMD parallel techniques, achieving up to 600-fold speedup on a single GPGPU. The solver’s accuracy is validated for both quasi-static and dynamic problems, and its scalability across different hardware accelerators is demonstrated. Modeling results from the 22nd mining area of the Quandian coal mine show significant shear deformation and crack evolution in the soft rock, particularly at the intersection of the roof slab and sidewall, where stress concentration and large deformation are most pronounced. These findings validate the efficiency and reliability of the proposed method for simulating and analyzing underground excavation processes.
一种新型异构CPU/ gpgpu加速三维CDEM及其在深部巷道开挖建模中的应用
为了提高CDEM在煤矿深部巷道开挖建模中的精度和计算效率,本研究提出了一种集成连续-不连续混合介质算法的异构CPU/ gpgpu加速求解器。求解器采用显式时间积分法结合模块化方法对三维四面体实体有限元和可裂罚弹簧进行求解,模拟岩石的断裂行为和岩体从连续介质到非连续介质的转变。为了最大限度地提高计算效率,求解器使用混合CPU/GPGPU框架和SIMD并行技术,在单个GPGPU上实现高达600倍的加速。在准静态和动态问题上验证了求解器的精度,并证明了它在不同硬件加速器上的可扩展性。泉店煤矿22采区的模拟结果表明,软岩剪切变形和裂缝演化较为明显,特别是顶板与侧壁交接处应力集中和大变形最为明显。这些结果验证了该方法用于模拟和分析地下开挖过程的有效性和可靠性。
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来源期刊
Engineering Analysis with Boundary Elements
Engineering Analysis with Boundary Elements 工程技术-工程:综合
CiteScore
5.50
自引率
18.20%
发文量
368
审稿时长
56 days
期刊介绍: This journal is specifically dedicated to the dissemination of the latest developments of new engineering analysis techniques using boundary elements and other mesh reduction methods. Boundary element (BEM) and mesh reduction methods (MRM) are very active areas of research with the techniques being applied to solve increasingly complex problems. The journal stresses the importance of these applications as well as their computational aspects, reliability and robustness. The main criteria for publication will be the originality of the work being reported, its potential usefulness and applications of the methods to new fields. In addition to regular issues, the journal publishes a series of special issues dealing with specific areas of current research. The journal has, for many years, provided a channel of communication between academics and industrial researchers working in mesh reduction methods Fields Covered: • Boundary Element Methods (BEM) • Mesh Reduction Methods (MRM) • Meshless Methods • Integral Equations • Applications of BEM/MRM in Engineering • Numerical Methods related to BEM/MRM • Computational Techniques • Combination of Different Methods • Advanced Formulations.
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