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Erschienen in: BIT Numerical Mathematics 3/2017

11.01.2017

An alternating maximization method for approximating the hump of the matrix exponential

verfasst von: Miloud Sadkane, Roger B. Sidje

Erschienen in: BIT Numerical Mathematics | Ausgabe 3/2017

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Abstract

Although the principle of alternating maximization is well known in the optimization literature, it has not been used before in the context of calculating the hump of the matrix exponential. We propose a method that applies alternating maximization in this particular context, and we show that it has a number of advantages over traditional Newton-like methods. We establish convergence results that fit this context with mild assumptions than would otherwise be the case in general optimization problems. We conduct numerical tests to complement the theory and they show convergence in just a few iterations.

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Literatur
1.
Zurück zum Zitat Boiko, A., Nechepurenko, Y., Sadkane, M.: Fast computation of optimal disturbances for duct flows with a given accuracy. Comput. Math. Math. Phys. 50, 1914–1924 (2010)MathSciNetCrossRef Boiko, A., Nechepurenko, Y., Sadkane, M.: Fast computation of optimal disturbances for duct flows with a given accuracy. Comput. Math. Math. Phys. 50, 1914–1924 (2010)MathSciNetCrossRef
2.
Zurück zum Zitat Bertsekas, D.: Nonlinear Programming. Athena Scientific, Belmont (1999)MATH Bertsekas, D.: Nonlinear Programming. Athena Scientific, Belmont (1999)MATH
3.
Zurück zum Zitat Ciarlet, P.G.: Introduction to Numerical Linear Algebra and Optimisation. Cambridge University Press, New York (1989) Ciarlet, P.G.: Introduction to Numerical Linear Algebra and Optimisation. Cambridge University Press, New York (1989)
4.
Zurück zum Zitat Douglas, J., Rachford, H.H.: On the numerical solution of the heat conduction problem in 2 and 3 space variables. Trans. Am. Math. Soc. 82, 421–439 (1956)MathSciNetCrossRefMATH Douglas, J., Rachford, H.H.: On the numerical solution of the heat conduction problem in 2 and 3 space variables. Trans. Am. Math. Soc. 82, 421–439 (1956)MathSciNetCrossRefMATH
5.
Zurück zum Zitat Forsythe, G.E., Malcolm, M.A., Moler, M.A.: Computer Methods for Mathematical Computations. Prentice Hall, New York (1976)MATH Forsythe, G.E., Malcolm, M.A., Moler, M.A.: Computer Methods for Mathematical Computations. Prentice Hall, New York (1976)MATH
6.
Zurück zum Zitat Godunov, S.K.: Ordinary differential equations with constant coefficient. Translations of Mathematical Monographs, vol. 169. American Mathematical Society, Providence, RI (1997) Godunov, S.K.: Ordinary differential equations with constant coefficient. Translations of Mathematical Monographs, vol. 169. American Mathematical Society, Providence, RI (1997)
7.
Zurück zum Zitat Golub, G.H., Van Loan, C.F.: Matrix Computations, 3rd edn. The John Hopkins University Press, Baltimore (1996)MATH Golub, G.H., Van Loan, C.F.: Matrix Computations, 3rd edn. The John Hopkins University Press, Baltimore (1996)MATH
8.
9.
Zurück zum Zitat Li, Y., Osher, S.: Coordinate descent optimization for 1 minimization with application to compressed sensing; a greedy algorithm. Inverse Probl. Imaging 3, 487–503 (2009)MathSciNetCrossRefMATH Li, Y., Osher, S.: Coordinate descent optimization for 1 minimization with application to compressed sensing; a greedy algorithm. Inverse Probl. Imaging 3, 487–503 (2009)MathSciNetCrossRefMATH
10.
Zurück zum Zitat Mao, X., Sherwin, S.J.: Transient growth associated with continuous spectra of the Batchelor vortex. J. Fluid Mech. 697, 35–59 (2012)MathSciNetCrossRefMATH Mao, X., Sherwin, S.J.: Transient growth associated with continuous spectra of the Batchelor vortex. J. Fluid Mech. 697, 35–59 (2012)MathSciNetCrossRefMATH
11.
Zurück zum Zitat Moler, C., van Loan, C.: Nineteen dubious ways to compute the exponential of a matrix, twenty-five years later. SIAM Rev. 45, 3–49 (2003)MathSciNetCrossRefMATH Moler, C., van Loan, C.: Nineteen dubious ways to compute the exponential of a matrix, twenty-five years later. SIAM Rev. 45, 3–49 (2003)MathSciNetCrossRefMATH
12.
Zurück zum Zitat Monokrousos, A., Åkervik, E., Brandt, L., Henningson, S.: Global three-dimensional optimal disturbances in the Blasius boundary-layer flow using time-steppers. J. Fluid Mech. 650, 181–214 (2010)MathSciNetCrossRefMATH Monokrousos, A., Åkervik, E., Brandt, L., Henningson, S.: Global three-dimensional optimal disturbances in the Blasius boundary-layer flow using time-steppers. J. Fluid Mech. 650, 181–214 (2010)MathSciNetCrossRefMATH
13.
Zurück zum Zitat Nechepurenko, YuN, Sadkane, M.: A low-rank approximation for computing the matrix exponential norm. SIAM J. Matrix Anal. Appl. 32, 349–363 (2011)MathSciNetCrossRefMATH Nechepurenko, YuN, Sadkane, M.: A low-rank approximation for computing the matrix exponential norm. SIAM J. Matrix Anal. Appl. 32, 349–363 (2011)MathSciNetCrossRefMATH
15.
Zurück zum Zitat Ostrowski, A.M.: Solution of Equations and Systems of Equations, 2nd edn. Academic Press, New York (1966)MATH Ostrowski, A.M.: Solution of Equations and Systems of Equations, 2nd edn. Academic Press, New York (1966)MATH
16.
Zurück zum Zitat Peaceman, D.H., Rachford, H.H.: The numerical solution of parabolic elliptic differential equations. SIAM J. Appl. Math. 3, 28–41 (1955)MathSciNetCrossRefMATH Peaceman, D.H., Rachford, H.H.: The numerical solution of parabolic elliptic differential equations. SIAM J. Appl. Math. 3, 28–41 (1955)MathSciNetCrossRefMATH
17.
Zurück zum Zitat Schmid, P., Henningson, D.S.: Stability and Transition in Shear Flows. Springer, Berlin (2000)MATH Schmid, P., Henningson, D.S.: Stability and Transition in Shear Flows. Springer, Berlin (2000)MATH
18.
Zurück zum Zitat Sidje, R.B.: EXPOKIT: A software package for computing matrix exponentials. ACM Trans. Math. Softw. 24(1), 130–156 (1998)CrossRefMATH Sidje, R.B.: EXPOKIT: A software package for computing matrix exponentials. ACM Trans. Math. Softw. 24(1), 130–156 (1998)CrossRefMATH
19.
Zurück zum Zitat Stewart, G.W., Sun, Ji-guang: Matrix Perturbation Theory. Academic Press, London (1990)MATH Stewart, G.W., Sun, Ji-guang: Matrix Perturbation Theory. Academic Press, London (1990)MATH
20.
Zurück zum Zitat Trefethen, L.N., Embree, M.: Spectra and Pseudospectra: The Behavior of Nonnormal Matrices and Operators. Princeton University Press, Princeton (2005)MATH Trefethen, L.N., Embree, M.: Spectra and Pseudospectra: The Behavior of Nonnormal Matrices and Operators. Princeton University Press, Princeton (2005)MATH
21.
Zurück zum Zitat Tseng, P., Yun, S.: A block-coordinate gradient descent method for linearly constrained nonsmooth separable optimization. J. Optim. Theory Appl. 140, 513–535 (2009)MathSciNetCrossRefMATH Tseng, P., Yun, S.: A block-coordinate gradient descent method for linearly constrained nonsmooth separable optimization. J. Optim. Theory Appl. 140, 513–535 (2009)MathSciNetCrossRefMATH
22.
Zurück zum Zitat van Dorsselaer, J.L.M., Kraaijevanger, J.F.B.M., Spijker, M.N.: Linear stability analysis in the numerical solution of initial value problems. Acta Numer. 2, 199–237 (1993)MathSciNetCrossRefMATH van Dorsselaer, J.L.M., Kraaijevanger, J.F.B.M., Spijker, M.N.: Linear stability analysis in the numerical solution of initial value problems. Acta Numer. 2, 199–237 (1993)MathSciNetCrossRefMATH
24.
Zurück zum Zitat Yecko, P., Zaleski, S.: Transient growth in two-phase mixing layers. J. Fluid Mech. 528, 43–52 (2005)CrossRefMATH Yecko, P., Zaleski, S.: Transient growth in two-phase mixing layers. J. Fluid Mech. 528, 43–52 (2005)CrossRefMATH
25.
Zurück zum Zitat Wachspress, E.L.: Extended application of alternating direction implicit iteration model problem theory. J. SIAM 11, 994–1016 (1963)MathSciNetMATH Wachspress, E.L.: Extended application of alternating direction implicit iteration model problem theory. J. SIAM 11, 994–1016 (1963)MathSciNetMATH
27.
Zurück zum Zitat Zsolt, U., Lasdon, L., Plummer, J.C., Glover, F., Kelly, J., Mart, R.: Scatter search and local NLP solvers: a multistart framework for global optimization. INFORMS J. Comput. 19, 328–340 (2007)MathSciNetCrossRefMATH Zsolt, U., Lasdon, L., Plummer, J.C., Glover, F., Kelly, J., Mart, R.: Scatter search and local NLP solvers: a multistart framework for global optimization. INFORMS J. Comput. 19, 328–340 (2007)MathSciNetCrossRefMATH
Metadaten
Titel
An alternating maximization method for approximating the hump of the matrix exponential
verfasst von
Miloud Sadkane
Roger B. Sidje
Publikationsdatum
11.01.2017
Verlag
Springer Netherlands
Erschienen in
BIT Numerical Mathematics / Ausgabe 3/2017
Print ISSN: 0006-3835
Elektronische ISSN: 1572-9125
DOI
https://doi.org/10.1007/s10543-016-0644-7

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