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Parallelization and performance optimization of a dynamic PDE fixed bed reactor model for practical applications

机译:实际应用中动态PDE固定床反应器模型的并行化和性能优化

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摘要

An important inherent limitation of dynamic multiphase reactor flow simulations is the computational time requirements, making long time statistics intractable. A parallel CFD model has therefore been developed intended for the simulation of multi-phase reactors. The present version of the model simulates 2D reactive flows in a fixed bed reactor. The simulations are performed on two grids of different resolutions. The predicted profiles are in accordance with results reported in the literature. Parallelization and performance optimization of the model have been performed to reduce the computational time. Further reductions have been achieved by applying compiler optimization. The most expensive part of the numerical solution algorithm is the implicit solution of the Poisson equation for the pressure. To solve the Poisson equation a TDMA-algorithm with and without a global block correction procedure, several variations of the conjugated gradients-algorithm and a bi-orthogonal conjugate gradient-algorithm were tested. The optimization work performed has shown that, compared to the serial non-optimized version of the code, the computational time spend solving the model has been reduced by more than an order of magnitude by using an optimized algorithm combined with optimal compiler options. Further reductions in computational time has been achieved by parallelizing the program. With this type of model performance optimization, the multiphase reactive flow systems in chemical reactors are expected to be simulated within feasible time limits.
机译:动态多相反应器流动模拟的一个重要的固有局限性是计算时间要求,这使得长时间的统计难以处理。因此,已经开发出了用于模拟多相反应器的并行CFD模型。该模型的当前版本可模拟固定床反应器中的二维反应流。仿真是在两个不同分辨率的网格上执行的。预测的轮廓符合文献报道的结果。已经执行了模型的并行化和性能优化,以减少计算时间。通过应用编译器优化,可以进一步减少功耗。数值解算法中最昂贵的部分是泊松方程对压力的隐式解。为了解决带有或不带有全局块校正程序的TDMA算法的泊松方程,测试了共轭梯度算法和双正交共轭梯度算法的几种变体。所执行的优化工作表明,与代码的串行未优化版本相比,通过使用优化算法与最佳编译器选项相结合,解决模型所需的计算时间已减少了一个数量级以上。通过并行化程序,可以进一步减少计算时间。通过这种类型的模型性能优化,化学反应器中的多相反应流系统有望在可行的时限内进行仿真。

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