RISC-Based 10K+ Core Finite Difference Method Accelerator for CFD

Computational limitations of computers have emerged as a critical barrier to the advancement of Computational Fluid Dynamics (CFD). Consequently, exploring novel accelerator architectures tailored for large-scale CFD applications and closely integrated with CFD algorithmic characteristics holds significant value. Through an in-depth analysis of the finite difference method (FDM) for solving Navier–Stokes (N-S) equations, we propose a specialized accelerator architecture for FDM-based CFD (FAcc). Implemented on a 28 nm process, FAcc integrates 16,384 differential computing cores (FCores). Experimental validation demonstrates FAcc’s capability to solve N-S equations of varying complexities by flexibly configuring boundary conditions. Compared to conventional approaches, FAcc achieves significant acceleration performance, with its programmability underscoring adaptability to high-precision, large-scale CFD simulations. As the first CFD-focused accelerator designed from the instruction set architecture (ISA) level, FAcc bridges a critical gap in domain-specific hardware for CFD, offering a paradigm shift in high-performance fluid dynamics computation.

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Publication Details

Journal
Applied Sciences
Published
2025-06-27
DOI
https://doi.org/10.3390/app15137283
Primary Topic
Real-time simulation and control systems
Type
article
Field-Weighted Citation Impact
0.00

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article

RISC-Based 10K+ Core Finite Difference Method Accelerator for CFD

D. Huang, Biwei Liu, Yuping Gong, Xianhui Wei et al.
Applied Sciences
Real-time simulation and control systems
article

RISC-Based 10K+ Core Finite Difference Method Accelerator for CFD

D. Huang, Biwei Liu, Yuping Gong, Xianhui Wei, W. Z. Lai
article en

Abstract

Computational limitations of computers have emerged as a critical barrier to the advancement of Computational Fluid Dynamics (CFD). Consequently, exploring novel accelerator architectures tailored for large-scale CFD applications and closely integrated with CFD algorithmic characteristics holds significant value. Through an in-depth analysis of the finite difference method (FDM) for solving Navier–Stokes (N-S) equations, we propose a specialized accelerator architecture for FDM-based CFD (FAcc). Implemented on a 28 nm process, FAcc integrates 16,384 differential computing cores (FCores). Experimental validation demonstrates FAcc’s capability to solve N-S equations of varying complexities by flexibly configuring boundary conditions. Compared to conventional approaches, FAcc achieves significant acceleration performance, with its programmability underscoring adaptability to high-precision, large-scale CFD simulations. As the first CFD-focused accelerator designed from the instruction set architecture (ISA) level, FAcc bridges a critical gap in domain-specific hardware for CFD, offering a paradigm shift in high-performance fluid dynamics computation.

Applied SciencesVol. 15(13)
National University of Defense Technology (CN)
National University of Defense Technology
Openalex Percentile: Top 82%
Real-time simulation and control systems
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RISC-Based 10K+ Core Finite Difference Method Accelerator for CFD — D. Huang, Biwei Liu, et al. · Applied Sciences (2025) | TGRS Research Map | TGRS