New quasi-Newton method for solving systems of nonlinear equations
Applications of Mathematics, Tome 62 (2017) no. 2, pp. 121-134
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We propose a new Broyden method for solving systems of nonlinear equations, which uses the first derivatives, but is more efficient than the Newton method (measured by the computational time) for larger dense systems. The new method updates QR or LU decompositions of nonsymmetric approximations of the Jacobian matrix, so it requires $O(n^2)$ arithmetic operations per iteration in contrast with the Newton method, which requires $O(n^3)$ operations per iteration. Computational experiments confirm the high efficiency of the new method.
DOI :
10.21136/AM.2017.0253-16
Classification :
65H10, 65K10
Keywords: nonlinear equation; system of equations; trust-region method; quasi-Newton method; adjoint Broyden method; numerical algorithm; numerical experiment
Keywords: nonlinear equation; system of equations; trust-region method; quasi-Newton method; adjoint Broyden method; numerical algorithm; numerical experiment
@article{10_21136_AM_2017_0253_16,
author = {Luk\v{s}an, Ladislav and Vl\v{c}ek, Jan},
title = {New {quasi-Newton} method for solving systems of nonlinear equations},
journal = {Applications of Mathematics},
pages = {121--134},
publisher = {mathdoc},
volume = {62},
number = {2},
year = {2017},
doi = {10.21136/AM.2017.0253-16},
mrnumber = {3649515},
zbl = {06738485},
language = {en},
url = {http://geodesic.mathdoc.fr/articles/10.21136/AM.2017.0253-16/}
}
TY - JOUR AU - Lukšan, Ladislav AU - Vlček, Jan TI - New quasi-Newton method for solving systems of nonlinear equations JO - Applications of Mathematics PY - 2017 SP - 121 EP - 134 VL - 62 IS - 2 PB - mathdoc UR - http://geodesic.mathdoc.fr/articles/10.21136/AM.2017.0253-16/ DO - 10.21136/AM.2017.0253-16 LA - en ID - 10_21136_AM_2017_0253_16 ER -
%0 Journal Article %A Lukšan, Ladislav %A Vlček, Jan %T New quasi-Newton method for solving systems of nonlinear equations %J Applications of Mathematics %D 2017 %P 121-134 %V 62 %N 2 %I mathdoc %U http://geodesic.mathdoc.fr/articles/10.21136/AM.2017.0253-16/ %R 10.21136/AM.2017.0253-16 %G en %F 10_21136_AM_2017_0253_16
Lukšan, Ladislav; Vlček, Jan. New quasi-Newton method for solving systems of nonlinear equations. Applications of Mathematics, Tome 62 (2017) no. 2, pp. 121-134. doi: 10.21136/AM.2017.0253-16
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