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Projected viscosity subgradient methods for variational inequalities with equilibrium problem constraints in Hilbert spaces

机译:Hilbert空间中具有平衡问题约束的变分不等式的投影粘度次梯度方法

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摘要

In this paper, we introduce and study some low computational cost numerical methods for finding a solution of a variational inequality problem over the solution set of an equilibrium problem in a real Hilbert space. The strong convergence of the iterative sequences generated by the proposed algorithms is obtained by combining viscosity-type approximations with projected subgradient techniques. First a general scheme is proposed, and afterwards two practical realizations of it are studied depending on the characteristics of the feasible set. When this set is described by convex inequalities, the projections onto the feasible set are replaced by projections onto half-spaces with the consequence that most iterates are outside the feasible domain. On the other hand, when the projections onto the feasible set can be easily computed, the method generates feasible points and can be considered as a generalization of Mainge's method to equilibrium problem constraints. In both cases, the strong convergence of the sequences generated by the proposed algorithms is proven.
机译:在本文中,我们介绍并研究了一些低计算成本的数值方法,用于在实希尔伯特空间中的一个平衡问题的解集上找到一个变分不等式问题的解。通过将粘性类型的近似值与投影的次梯度技术相结合,可以得到所提算法生成的迭代序列的强收敛性。首先提出了一个通用方案,然后根据可行集的特征研究了它的两个实际实现。当用凸不等式描述该集合时,对可行集合的投影被对半空间的投影代替,结果是大多数迭代都在可行域之外。另一方面,当可以容易地计算出可行集上的投影时,该方法会生成可行点,并且可以视为Mainge方法对均衡问题约束的推广。在这两种情况下,都证明了所提算法生成的序列的强收敛性。

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