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A Structure-Preserving Pivotal Method for Affine Variational Inequalities

机译:仿射变分的一种结构保持关键方法   不等式

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摘要

Affine variational inequalities (AVI) are an important problem class thatgeneralize systems of linear equations, linear complementarity problems andoptimality conditions for quadratic programs. This paper describes PATHAVI, astructure-preserving pivotal approach, that can process (solve or determineinfeasible) large-scale sparse instances of the problem efficiently, withtheoretical guarantees and at high accuracy. PATHAVI implements a strategy thatis known to process models with good theoretical properties without reducingthe problem to specialized forms, since such reductions may destroy structurein the models and can lead to very long computational times. We demonstrateformally that PATHAVI implicitly follows the theoretically sound iterationpaths, and can be implemented in a large scale setting using existing sparselinear algebra and linear programming techniques without employing a reduction.We also extend the class of problems that PATHAVI can process. The paperdemonstrates the effectiveness of our approach by comparison to the PATH solverused on a complementarity reformulation of the AVI in the context ofapplications in friction contact and Nash Equilibria problems. PATHAVI is ageneral purpose solver, and freely available under the same conditions as PATH .
机译:仿射变分不等式(AVI)是重要的问题类别,它概括了线性方程组,线性互补问题和二次程序的最优性条件的系统。本文介绍了PATHAVI,这是一种保留结构的关键方法,它可以在理论上保证并具有较高的准确性,从而有效地处理(解决或确定不可行的)大规模稀疏问题实例。 PATHAVI实施了一种已知的策略来处理具有良好理论特性的模型,而不会将问题简化为专门的形式,因为这样的简化可能会破坏模型中的结构并导致非常长的计算时间。我们正式证明PATHAVI隐式遵循理论上合理的迭代路径,并且可以使用现有的稀疏线性代数和线性编程技术在不采用归约法的情况下大规模实现,并且还扩展了PATHAVI可以处理的问题类别。通过与在摩擦接触和纳什均衡问题中的应用情况下对AVI的互补性重新公式化的PATH解比较,该论文证明了我们方法的有效性。 PATHAVI是通用解算器,可在与PATH相同的条件下免费获得。

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