FINDING EIGENVALUES AND EIGENVECTORS OF UNSYMMETRIC MATRICES USING A DISTRIBUTED-MEMORY MULTIPROCESSOR

被引:9
作者
GEIST, GA [1 ]
DAVIS, GJ [1 ]
机构
[1] GEORGIA STATE UNIV,ATLANTA,GA 30303
关键词
hypercube multiprocessor; INTEL iPSC/2; Linear algebra; timing results; unsymmetric eigenvalue/eigenvector problem;
D O I
10.1016/0167-8191(90)90147-2
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Distrubuted-memory parallel algorithms for finding the eigenvalues and eigenvectors of a dense unsymmetric matrix are given. While several parallel algorithms have been developed for symmetric matrices, little work has been done on the unsymmetric case. Our parallel implementation proceeds in three major steps: reduction of the original matrix to Hessenberg form, application of the implicit double-shift QR algoritm to compute the eigenvalues, and back transformations to compute the eigenvectors. Several modifications to our parallel QR algorithm, including ring communication, pipelining and delayed updating are discussed and compared. Results and timings are given. © 1990.
引用
收藏
页码:199 / 209
页数:11
相关论文
共 12 条
[1]  
BOLEY D, 1988, SIAM ANN M MINNEAPOL
[2]  
CUPPEN JJM, 1981, NUMER MATH, V36, P177, DOI 10.1007/BF01396757
[3]   A FULLY PARALLEL ALGORITHM FOR THE SYMMETRICAL EIGENVALUE PROBLEM [J].
DONGARRA, JJ ;
SORENSEN, DC .
SIAM JOURNAL ON SCIENTIFIC AND STATISTICAL COMPUTING, 1987, 8 (02) :S139-S154
[4]  
Francis J.G.F., 1962, COMPUT J, V4, P332, DOI DOI 10.1093/COMJN1/4.4.332
[5]   LU FACTORIZATION ALGORITHMS ON DISTRIBUTED-MEMORY MULTIPROCESSOR ARCHITECTURES [J].
GEIST, GA ;
ROMINE, CH .
SIAM JOURNAL ON SCIENTIFIC AND STATISTICAL COMPUTING, 1988, 9 (04) :639-649
[6]  
IPSEN ICF, 1987, YALEUDCSRR548 YAL U
[7]  
JESSUP ER, 1989, YALEUDCSRR728 YAL U
[8]   HANDBOOK SERIES LINEAR ALGEBRA - QR-ALGORITHM FOR REAL HESSENBERG MATRICES [J].
MARTIN, RS ;
PETERS, G .
NUMERISCHE MATHEMATIK, 1970, 14 (03) :219-&
[9]   PARALLEL SOLUTION OF TRIANGULAR SYSTEMS OF EQUATIONS [J].
ROMINE, CH ;
ORTEGA, JM .
PARALLEL COMPUTING, 1988, 6 (01) :109-114
[10]  
SMITH BT, 1974, MATRIX EIGENSYSTEM R