New effective projection method for variational inequalities problem
RAIRO - Operations Research - Recherche Opérationnelle, Tome 49 (2015) no. 4, pp. 805-820.

Among the most used methods to solve the variational inequalities problem (VIP), there exists an important class known as projection methods, these last are based primarily on the fixed point reformulation. The first proposed methods of projection suffered from major theoretical and algorithmic difficulties. Several studies were completed, in particular, those of Iusem, Solodov and Svaiter and that of Wang et al. with an aim to overcome these difficulties. Consequently, many developments were brought to improve the algorithmic behavior of this type of methods. In the same form of the algorithms of projection presented by the authors quoted above and under the same convergence hypotheses, we propose in this paper a new algorithm with a new displacement step which must satisfy a certain condition, this last ensures a faster convergence towards a solution. The algorithm is well defined and the theoretical results of convergence are suitably established. A comparative numerical study is carried out between the two algorithms (the algorithm of Solodov and Svaiter, the algorithm Wang et al.) and the new one. The results obtained by the new algorithm were very encouraging and show clearly the impact of our modifications.

DOI : 10.1051/ro/2015006
Classification : 90C25, 90C33, 65K05
Mots-clés : Variational inequalities problem, projection methods, pseudomonotone operators, fixed point
Grar, Hassina 1 ; Benterki, Djamel 1

1 Laboratoire de Mathématiques Fondamentales et Numériques LMFN, Faculté des Sciences, Université Sétif-1, 19000, Algérie.
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Grar, Hassina; Benterki, Djamel. New effective projection method for variational inequalities problem. RAIRO - Operations Research - Recherche Opérationnelle, Tome 49 (2015) no. 4, pp. 805-820. doi : 10.1051/ro/2015006. http://archive.numdam.org/articles/10.1051/ro/2015006/

P.H. Calamai and J.J. Moré, Projected gradient methods for linearly constrained problems. Math. Program. 39 (1987) 93–116. | DOI | Zbl

C. Ferris and J.S. Pang, Complementarity and variational problems, state of art. SIAM Publications, Philadelphia, Pennsylvania (1997). | Zbl

R. Glowinski, Numerical methods for nonlinear variational problem. Springer-Verlag, Berlin, Germany (1984). | Zbl

P.T. Harker and J.S. Pang, Finite dimensional variational inequality and nonlinear complementarity problem: A survey of theory, algorithms and applications. Math. Programm. 48 (1990) 161–220. | DOI | Zbl

A.N. Iusem, An iterative algorithm for variational inequalities problem. Comput. Appl. Math. 13 (1994) 103–114. | Zbl

A.N. Iusem and B.F. Svaiter, A variant of Korpolevich’s method for variational inequalities with a new search strategy. Optimization 42 (1997) 309–321. | DOI | Zbl

G.M. Korpolevich, The extragradient method for finding saddle points and other problems. Matecon 12 (1976) 747–756. | Zbl

D. Kinderlehrer and G. Stampacchia, An introduction to variational inequalities and their applications. Academic Press, New York (1980). | Zbl

P. Marcotte and J.P. Dussault, A note on globally convergent Newton method for solving variational inequalities. Oper. Res. Lett. 6 (1987) 35–42. | DOI | Zbl

A. Maugeri, Convex programming, variational inequalities, and applications to the traffic equilibrium problem. Appl. Math. Optim. 16 (1987) 169–185. | DOI | Zbl

M.A. Noor, Y. Wang and N. Xiu, Some new projection methods for variational inequalities. Appl. Math. Comput. 137 (2003) 423–435. | Zbl

J.S. Pang and S.A. Gabriel, NE/SQP: A robust algorithm for the nonlinear complementarity problem. Math. Program. 60 (1993) 295–337. | DOI | Zbl

M.V. Solodov and B.F. Svaiter, A new projection method for variational inequality problems. SIAM J. Control Optim. 37 (1999) 765–776. | DOI | Zbl

Y.J. Wang, N. Xiu and C.Y. Wang, Unified framework of extragradient-type method for pseudomonotone variational inequalities. J. Optim. Theory Appl. 111 (2001) 641–656. | DOI | Zbl

J. Wang, N. Xiu and C.Y. Wang, A new version of extragradient method for variational inequality problems. Comput. Math. Appl. 42 (2001) 969–979. | DOI | Zbl

C.Y. Wang and F. Zhao, Directional derivatives of optimal value functions in mathematical programming. J. Optim. Theory Appl. (1994) 397–404. | Zbl

E.H. Zarantonello, Projections on convex sets in Hilbert space and spectral theory. In Contributions to nonlinear functional analysis, edited by E.H. Zarantonello. Academic Press, New York (1971). | Zbl

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