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Fast Spectral Formulations of Thin Plate Laser Heating with GPU Implementation

机译:利用GPU实现的薄板激光加热的快速光谱公式

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In the context of numerical methods, the problem of frequency-domain (spectral) simulations is crucial for the solution of Partial Differential Equations. Fast Fourier Transform (FFT) algorithms significantly reduce the computational cost of such simulations and enable parallelization using Graphics Processing Units (GPUs). In the particular subdomain of laser heating/cutting of rectangular metal plates, fast simulation is required for tool path planning, parameter optimization and additive manufacturing. The currently used methods include frequency-domain analytic solutions for single-beam and multi-beam laser heating. However, the problem of formulating these spectral problems in terms of Fourier methods and implementing them in efficient manner remains. To overcome these limitations, this article presents two different schemes that translate the problem of laser beam heating of metal plates into equivalent FFT problems. The results show significant improvements in terms of executions times, being 100× faster than current state-of-the-art algorithms. Future work needed involves the inclusion of stress analysis, complex plate geometries and non-constant material properties for the plate.
机译:在数值方法的背景下,频域(频谱)仿真问题对于偏微分方程的求解至关重要。快速傅立叶变换(FFT)算法可大大降低此类仿真的计算成本,并可以使用图形处理单元(GPU)进行并行化。在激光加热/切割矩形金属板的特定子领域中,需要快速模拟以进行刀具路径规划,参数优化和增材制造。当前使用的方法包括用于单光束和多光束激光加热的频域分析解决方案。但是,仍然存在根据傅立叶方法来公式化这些频谱问题并以有效方式实现它们的问题。为了克服这些限制,本文提出了两种不同的方案,它们将金属板的激光束加热问题转化为等效的FFT问题。结果表明,执行时间有了显着改善,比当前最新的算法快100倍。未来需要做的工作包括应力分析,复杂的板几何形状以及板的非恒定材料特性。

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