STI Publications - View Publication Form #12624
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Publication Information
Title | Extending the eigCG algorithm to nonsymmetric Lanczos for linear systems with multiple right-hand sides | ||||
Abstract | The technique that was used to build the EigCG algorithm for sparse symmetric linear systems is extended to the nonsymmetric case using the BiCG algorithm. We show that, similarly to the symmetric case, we can build an algorithm that is capable of computing a few smallest magnitude eigenvalues and their corresponding left and right eigenvectors of a nonsymmetric matrix using only a small window of the BiCG residuals while simultaneously solving a linear system with that matrix. For a system with multiple right-hand sides, we give an algorithm that computes incrementally more eigenvalues while solving the first few systems and then uses the computed eigenvectors to deflate BiCGStab for the remaining systems. Our experiments on various test problems, including Lattice QCD, show the remarkable ability of EigBiCG to compute spectral approximations with accuracy comparable to that of the unrestarted, nonsymmetric Lanczos. Furthermore, our incremental EigBiCG followed by appropriately restar | ||||
Author(s) | Konstantinos Orginos, Abdou Abdel-Rehim, Andreas Stathopoulos | ||||
Publication Date | August 2014 | ||||
Document Type | Journal Article | ||||
Primary Institution | The College of William and Mary, Williamsburg, VA | ||||
Affiliation | Theory & Comp Physics / THEORY CENTER / THEORY CENTER | ||||
Funding Source | |||||
Proprietary? | No | ||||
This publication conveys | Technical Science Results | ||||
Document Numbers |
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Associated with an experiment | No | ||||
Associated with EIC | No | ||||
Supported by Jefferson Lab LDRD Funding | No |
Journal Article
Journal Name | Numerical Linear Algebra with Applications |
Refereed | Yes |
Volume | 21 |
Issue | |
Page(s) | 473-493 |
Attachments/Datasets/DOI Link
Document(s) |
1302.4077v1.pdf
(STI Document)
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DOI Link | |
Dataset(s) | (none) |
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