A new diagonal quasi-Newton algorithm for unconstrained optimization problems
Applications of Mathematics, Tome 69 (2024) no. 4, pp. 501-512
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We present a new diagonal quasi-Newton method for solving unconstrained optimization problems based on the weak secant equation. To control the diagonal elements, the new method uses new criteria to generate the Hessian approximation. We establish the global convergence of the proposed method with the Armijo line search. Numerical results on a collection of standard test problems demonstrate the superiority of the proposed method over several existing diagonal methods.
We present a new diagonal quasi-Newton method for solving unconstrained optimization problems based on the weak secant equation. To control the diagonal elements, the new method uses new criteria to generate the Hessian approximation. We establish the global convergence of the proposed method with the Armijo line search. Numerical results on a collection of standard test problems demonstrate the superiority of the proposed method over several existing diagonal methods.
DOI :
10.21136/AM.2024.0045-24
Classification :
65K05, 90C30
Keywords: unconstrained optimization; diagonal quasi-Newton method; weak secant equation; global convergence
Keywords: unconstrained optimization; diagonal quasi-Newton method; weak secant equation; global convergence
@article{10_21136_AM_2024_0045_24,
author = {Nosrati, Mahsa and Amini, Keyvan},
title = {A new diagonal {quasi-Newton} algorithm for unconstrained optimization problems},
journal = {Applications of Mathematics},
pages = {501--512},
year = {2024},
volume = {69},
number = {4},
doi = {10.21136/AM.2024.0045-24},
mrnumber = {4785695},
zbl = {07953650},
language = {en},
url = {http://geodesic.mathdoc.fr/articles/10.21136/AM.2024.0045-24/}
}
TY - JOUR AU - Nosrati, Mahsa AU - Amini, Keyvan TI - A new diagonal quasi-Newton algorithm for unconstrained optimization problems JO - Applications of Mathematics PY - 2024 SP - 501 EP - 512 VL - 69 IS - 4 UR - http://geodesic.mathdoc.fr/articles/10.21136/AM.2024.0045-24/ DO - 10.21136/AM.2024.0045-24 LA - en ID - 10_21136_AM_2024_0045_24 ER -
%0 Journal Article %A Nosrati, Mahsa %A Amini, Keyvan %T A new diagonal quasi-Newton algorithm for unconstrained optimization problems %J Applications of Mathematics %D 2024 %P 501-512 %V 69 %N 4 %U http://geodesic.mathdoc.fr/articles/10.21136/AM.2024.0045-24/ %R 10.21136/AM.2024.0045-24 %G en %F 10_21136_AM_2024_0045_24
Nosrati, Mahsa; Amini, Keyvan. A new diagonal quasi-Newton algorithm for unconstrained optimization problems. Applications of Mathematics, Tome 69 (2024) no. 4, pp. 501-512. doi: 10.21136/AM.2024.0045-24
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