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VI-constrained hemivariational inequalities: distributed algorithms and power control in ad-hoc networks

机译:受VI约束的半变量不等式:ad-hoc网络中的分布式算法和功率控制

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摘要

We consider centralized and distributed algorithms for the numerical solution of a hemivariational inequality (HVI) where the feasible set is given by the intersection of a closed convex set with the solution set of a lower-level monotone variational inequality (VI). The algorithms consist of a main loop wherein a sequence of one-level, strongly monotone HVIs are solved that involve the penalization of the non-VI constraint and a combination of proximal and Tikhonov regularization to handle the lower-level VI constraints. Minimization problems, possibly with nonconvex objective functions, over implicitly defined VI constraints are discussed in detail. The methods developed in the paper are then used to successfully solve a new power control problem in ad-hoc networks.
机译:我们考虑针对半变分不等式(HVI)的数值解的集中式和分布式算法,其中可行集由封闭凸集与较低级单调变分不等式(VI)的解集的交集给出。该算法由一个主循环组成,在该主循环中,求解了一系列单级强单调HVI,这些序列涉及对非VI约束的惩罚以及近端和Tikhonov正则化的组合以处理较低级别的VI约束。详细讨论了在隐式定义的VI约束上可能存在非凸目标函数的最小化问题。然后,将本文中开发的方法用于成功解决ad-hoc网络中的新功率控制问题。

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