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Extending lyapack for the solution of band Lyapunov equations on hybrid CPU-GPU platforms

机译:扩展lyapack在混合CPU-GPU平台上求解带Lyapunov方程

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摘要

The solution of large-scale Lyapunov equations is an important tool for the solution of several engineering problems arising in optimal control and model order reduction. In this work, we investigate the case when the coefficient matrix of the equations presents a band structure. Exploiting the structure of this matrix, we can achive relevant reductions in the memory requirements and the number of floatingpoint operations. Additionally, the new solver efficiently leverages the parallelism of CPU-GPU platforms. Furthermore, it is integrated in the lyapack library to facilitate its use. The new codes are evaluated on the solution of several benchmarks, exposing significant runtime reductions with respect to the original CPU version in lyapack.
机译:大规模Lyapunov方程的解决方案是解决最优控制和模型降阶中出现的一些工程问题的重要工具。在这项工作中,我们研究方程式的系数矩阵呈现能带结构的情况。利用此矩阵的结构,我们可以在内存需求和浮点运算数量方面实现相应的减少。此外,新的求解器可有效利用CPU-GPU平台的并行性。此外,它还集成在lyapack库中以方便其使用。这些新代码在多个基准测试的解决方案上进行了评估,与lyapack中的原始CPU版本相比,显着减少了运行时间。

著录项

  • 来源
    《Journal of supercomputing》 |2015年第2期|740-750|共11页
  • 作者单位

    Max Planck Institute for Dynamics of Complex Technical Systems, Magdeburg, Germany;

    Max Planck Institute for Dynamics of Complex Technical Systems, Magdeburg, Germany;

    Instituto de Computacion, Univ. de la Republica, Montevideo, Uruguay;

    Instituto de Computacion, Univ. de la Republica, Montevideo, Uruguay;

    Depto. de Ingenieria y Ciencia de Computadores, Universidad Jaime Ⅰ, Castellon, Spain;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Banded matrix Lyapunov equations; lyapack; GPUs;

    机译:带状矩阵Lyapunov方程;lyapack;GPU;

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