Minimizing synchronization in IDR (s)
نویسندگان
چکیده
IDR(s) is a family of fast algorithms for iteratively solving large nonsymmetric linear systems. With cluster computing and in particular with Grid computing, the inner product is a bottleneck operation. In this paper, three techniques are investigated for alleviating this bottleneck. First, a recently proposed IDR(s) algorithm that is highly efficient and stable is reformulated in such a way that it has a single global synchronization point per iteration step. Second, the so-called test matrix is chosen so that the work, communication, and storage involving this matrix is minimized in multi-cluster environments. Finally, a methodology is presented for a-priori estimation of the optimal value of s using only problem and machine-based parameters. Numerical experiments applied to a 3D convection–diffusion problem are performed on the DAS-3 Grid computer, demonstrating the effectiveness of our approach. Copyright 2011 John Wiley & Sons, Ltd.
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ورودعنوان ژورنال:
- Numerical Lin. Alg. with Applic.
دوره 18 شماره
صفحات -
تاریخ انتشار 2011