This work considers the Real Leja Points Method (ReLPM), for the exponential integration of large-scale sparse systems of ODEs, generated by Finite Element or Finite Difference discretizations of 3-D advection-diffusion models. A scalability analysis of the most important computational kernel inside the code, the parallel sparse matrix-vector product has been performed as well as an experimental study of the communication overhead. As a result of this study an optimized parallel sparse matrix-vector product routine has been implemented. The resulting code shows good scaling behavior even when using more than one thousand processors. The numerical results presented on a number of very large test cases gives experimental evidence that the ReLPM is a reliable and efficient tool for the simulation of complex hydrodynamic processes on parallel architectures.
A massively parallel exponential integrator for advection-diffusion models / MARTINEZ CALOMARDO, Angeles; Bergamaschi, Luca; Caliari, Marco; Vianello, Marco. - In: JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS. - ISSN 0377-0427. - STAMPA. - 231:1(2009), pp. 82-91. [10.1016/j.cam.2009.01.024]
A massively parallel exponential integrator for advection-diffusion models
MARTINEZ CALOMARDO, ANGELES;
2009-01-01
Abstract
This work considers the Real Leja Points Method (ReLPM), for the exponential integration of large-scale sparse systems of ODEs, generated by Finite Element or Finite Difference discretizations of 3-D advection-diffusion models. A scalability analysis of the most important computational kernel inside the code, the parallel sparse matrix-vector product has been performed as well as an experimental study of the communication overhead. As a result of this study an optimized parallel sparse matrix-vector product routine has been implemented. The resulting code shows good scaling behavior even when using more than one thousand processors. The numerical results presented on a number of very large test cases gives experimental evidence that the ReLPM is a reliable and efficient tool for the simulation of complex hydrodynamic processes on parallel architectures.Pubblicazioni consigliate
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