A NEW PARALLEL SPLITTING DESCENT METHOD FOR STRUCTURED VARIATIONAL INEQUALITIES

In this paper, we propose a new parallel splitting descent method for solving a class of variational inequalities with separable structure. The new method can be applied to solve convex optimization problems in which the objective function is separable with three operators and the constraint is linear. In the framework of the new algorithm, we adopt a new descent strategy by combining two descent directions and resolve the descent direction which is different from the methods in He (Comput. Optim. Appl., 2009, 42: 195-212.) and Wang et al. (submitted to J. Optimiz. Theory App.). Theoretically, we establish the global convergence of the new method under mild assumptions. In addition, we apply the new method to solve problems in management science and traffic equilibrium problem. Numerical results indicate that the new method is efficient and reliable.

[1]  A. Nagurney,et al.  Projected Dynamical Systems and Variational Inequalities with Applications , 1995 .

[2]  D. Kinderlehrer,et al.  An introduction to variational inequalities and their applications , 1980 .

[3]  L. Liao,et al.  Improvements of Some Projection Methods for Monotone Nonlinear Variational Inequalities , 2002 .

[4]  John N. Tsitsiklis,et al.  Parallel and distributed computation , 1989 .

[5]  Masao Fukushima,et al.  Application of the alternating direction method of multipliers to separable convex programming problems , 1992, Comput. Optim. Appl..

[6]  Xiaoming Yuan,et al.  An ADM-based splitting method for separable convex programming , 2013, Comput. Optim. Appl..

[7]  B. Mercier,et al.  A dual algorithm for the solution of nonlinear variational problems via finite element approximation , 1976 .

[8]  Panos M. Pardalos,et al.  Parallel computing in optimization , 2011, Applied optimization.

[9]  Bingsheng He,et al.  A new inexact alternating directions method for monotone variational inequalities , 2002, Math. Program..

[10]  Bingsheng He,et al.  Parallel splitting augmented Lagrangian methods for monotone structured variational inequalities , 2009, Comput. Optim. Appl..

[11]  Panos M. Pardalos,et al.  Advances in Randomized Parallel Computing , 2011 .

[12]  Xiaoming Yuan,et al.  New Parallel Descent-like Method for Solving a Class of Variational Inequalities , 2010 .

[13]  D. Gabay Applications of the method of multipliers to variational inequalities , 1983 .

[14]  Michael C. Ferris,et al.  Engineering and Economic Applications of Complementarity Problems , 1997, SIAM Rev..

[15]  F. Facchinei,et al.  Finite-Dimensional Variational Inequalities and Complementarity Problems , 2003 .

[16]  Su Zhang,et al.  A modified alternating direction method for convex quadratically constrained quadratic semidefinite programs , 2010, Eur. J. Oper. Res..

[17]  B. He,et al.  Alternating Direction Method with Self-Adaptive Penalty Parameters for Monotone Variational Inequalities , 2000 .

[18]  Panos M. Pardalos,et al.  Parallel computing in global optimization , 2006 .

[19]  Bingsheng He,et al.  Linearized Alternating Direction Method with Gaussian Back Substitution for Separable Convex Programming , 2011 .

[20]  Bingsheng He,et al.  A Logarithmic-Quadratic Proximal Prediction-Correction Method for Structured Monotone Variational Inequalities , 2006, Comput. Optim. Appl..

[21]  K. Wang,et al.  A Parallel Splitting Method for Separable Convex Programs , 2013, J. Optim. Theory Appl..

[22]  R. Glowinski,et al.  Numerical Methods for Nonlinear Variational Problems , 1985 .

[23]  D. Bertsekas,et al.  Projection methods for variational inequalities with application to the traffic assignment problem , 1982 .

[24]  Masao Fukushima,et al.  Some Reformulations and Applications of the Alternating Direction Method of Multipliers , 1994 .

[25]  Jonathan Eckstein Some Saddle-function splitting methods for convex programming , 1994 .

[26]  Athanasios Migdalas,et al.  Nonlinear optimization and parallel computing , 2003, Parallel Comput..

[27]  R. Glowinski,et al.  Augmented Lagrangian and Operator-Splitting Methods in Nonlinear Mechanics , 1987 .