TY - GEN
T1 - Balanced simultaneous schur decomposition for joint eigenvalue estimation
AU - Tuo, Fu
AU - Shi, Jin
AU - Xiqi, Gao
PY - 2006
Y1 - 2006
N2 - We address the problem of joint eigenvalue estimation for the non-defective commuting set of matrices A. We propose a procedure revealing the joint eigenstructure by simultaneous diagonalization of A with simultaneous Schur decomposition (SSD) and balance procedure alternately for performance considerations and also to overcome the convergence difficulties of previous methods based only on simultaneous Schur form and unitary transformations. We show that the SSD procedure can be well incorporated with the balancing algorithm in a pingpong manner, i.e., each optimizes a cost function and at the same time serves as an acceleration procedure for the other. Numerical experiments conducted in a multi-dimensional harmonic retrieval application suggest that the method presented here converges considerably faster with an analyzable performance than the methods based on only unitary transformation for matrices which are not near to normality.
AB - We address the problem of joint eigenvalue estimation for the non-defective commuting set of matrices A. We propose a procedure revealing the joint eigenstructure by simultaneous diagonalization of A with simultaneous Schur decomposition (SSD) and balance procedure alternately for performance considerations and also to overcome the convergence difficulties of previous methods based only on simultaneous Schur form and unitary transformations. We show that the SSD procedure can be well incorporated with the balancing algorithm in a pingpong manner, i.e., each optimizes a cost function and at the same time serves as an acceleration procedure for the other. Numerical experiments conducted in a multi-dimensional harmonic retrieval application suggest that the method presented here converges considerably faster with an analyzable performance than the methods based on only unitary transformation for matrices which are not near to normality.
UR - http://www.scopus.com/inward/record.url?scp=39749123801&partnerID=8YFLogxK
U2 - 10.1109/ICCCAS.2006.284653
DO - 10.1109/ICCCAS.2006.284653
M3 - Conference contribution
AN - SCOPUS:39749123801
SN - 0780395840
SN - 9780780395848
T3 - 2006 International Conference on Communications, Circuits and Systems, ICCCAS, Proceedings
SP - 356
EP - 360
BT - 2006 International Conference on Communications, Circuits and Systems, ICCCAS, Proceedings - Signal Processing
T2 - 2006 International Conference on Communications, Circuits and Systems, ICCCAS
Y2 - 25 June 2006 through 28 June 2006
ER -