A descent derivative-free algorithm for nonlinear monotone equations with convex constraints
In this paper, we present a derivative-free algorithm for nonlinear monotone equations with convex constraints. The search direction is a product of a positive parameter and the negation of a residual vector. At each iteration step, the algorithm generates a descent direction independent from the li...
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Published in | R.A.I.R.O. Recherche opérationnelle Vol. 54; no. 2; pp. 489 - 505 |
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Main Authors | , |
Format | Journal Article |
Language | English |
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EDP Sciences
01.03.2020
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Abstract | In this paper, we present a derivative-free algorithm for nonlinear monotone equations with convex constraints. The search direction is a product of a positive parameter and the negation of a residual vector. At each iteration step, the algorithm generates a descent direction independent from the line search used. Under appropriate assumptions, the global convergence of the algorithm is given. Numerical experiments show the algorithm has advantages over the recently proposed algorithms by Gao and He (
Calcolo
55
(2018) 53) and Liu and Li (
Comput. Math. App.
70
(2015) 2442–2453). |
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AbstractList | In this paper, we present a derivative-free algorithm for nonlinear monotone equations with convex constraints. The search direction is a product of a positive parameter and the negation of a residual vector. At each iteration step, the algorithm generates a descent direction independent from the line search used. Under appropriate assumptions, the global convergence of the algorithm is given. Numerical experiments show the algorithm has advantages over the recently proposed algorithms by Gao and He (
Calcolo
55
(2018) 53) and Liu and Li (
Comput. Math. App.
70
(2015) 2442–2453). In this paper, we present a derivative-free algorithm for nonlinear monotone equations with convex constraints. The search direction is a product of a positive parameter and the negation of a residual vector. At each iteration step, the algorithm generates a descent direction independent from the line search used. Under appropriate assumptions, the global convergence of the algorithm is given. Numerical experiments show the algorithm has advantages over the recently proposed algorithms by Gao and He (Calcolo 55 (2018) 53) and Liu and Li (Comput. Math. App. 70 (2015) 2442–2453). |
Author | Mohammad, Hassan Bala Abubakar, Auwal |
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SubjectTerms | Algorithms Descent Iterative methods Nonlinear equations |
Title | A descent derivative-free algorithm for nonlinear monotone equations with convex constraints |
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