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  Design and performance evaluation of a distributed eigenvalue solver on a workstation cluster (1994) [4 citations — 3 self]

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by C. Trefftz, C. C. Huang, P. K. Mckinley, T. Y. Li, Z. Zeng
in Proceedings of the 14th International Conference on Distributed Computing Systems
ftp://ftp.cps.msu.edu/pub/crg/PAPERS/icdcs94.ps.gz
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Abstract:

Clusters of high-performance workstations are emerging as promising platforms for parallel scientific computing. This paper describes an eigenvalue solver for symmetric tridiagonal matrices, as implemented on a cluster of workstations using two different interprocess communication packages, PVM and P4. The algorithm is based on the split-merge technique, which uses Laguerre's iteration and exploits the separation property of rank two splitting in order to create subtasks that can be solved independently. A performance study that compares the distributed, parallel split-merge algorithm to a parallel version of the well-known bisection algorithm, over standard matrix types, demonstrates the performance advantage of the new algorithm and its cluster implementation. 1

Citations

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690 PVM: A framework for parallel distributed computing. Concurrency: Practice and Experience – Sunderam - 1990
111 Load distribution for locally distributed systems – Shivaratri, Krueger, et al. - 1992
86 Portable Programs for Parallel Processors – Boyle, Butler, et al. - 1987
72 A fully parallel algorithm for the symmetric eigenvalue problem – Dongarra, Sorensen - 1987
24 Solving the symmetric tridiagonal eigenvalue problem on the hypercube – Ipsen, Jessup - 1990
23 Network-based Multicomputers: An emerging parallel architecture – Kung, Sansom, et al. - 1991
21 Parallel homotopy algorithm for symmetric tridiagonal eigenvalue problems – Li, Zhang, et al. - 1991
19 A multiprocessor algorithm for the symmetric tridiagonal eigenvalue problem – Lo, Phillipe, et al. - 1987
13 The laguerre iteration in solving the symmetric tridiagonal eigenproblem, revisited – Li, Zeng - 1994
11 A scalable eigenvalue solver for symmetric tridiagonal matrices – Trefftz, McKinley, et al. - 1993
4 A parallel implementation of the symmetric tridiagonal qr algorithm – Arbenz, Gates, et al. - 1992