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Abstract convex approximations of nonsmooth functions

机译:非光滑函数的抽象凸逼近

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摘要

In the article we use abstract convexity theory in order to unify and generalize many different concepts of nonsmooth analysis. We introduce the concepts of abstract codifferentiability, abstract quasidifferentiability and abstract convex (concave) approximations of a nonsmooth function mapping a topological vector space to an order complete topological vector lattice. We study basic properties of these notions, construct elaborate calculus of abstract codifferentiable functions and discuss continuity of abstract codifferential. We demonstrate that many classical concepts of nonsmooth analysis, such as subdifferentiability and quasidifferentiability, are particular cases of the concepts of abstract codifferentiability and abstract quasidifferentiability. We also show that abstract convex and abstract concave approximations are a very convenient tool for the study of nonsmooth extremum problems. We use these approximations in order to obtain various necessary optimality conditions for nonsmooth nonconvex optimization problems with the abstract codifferentiable or abstract quasidifferentiable objective function and constraints. Then, we demonstrate how these conditions can be transformed into simpler and more constructive conditions in some particular cases.
机译:在本文中,我们使用抽象凸度理论来统一和归纳非平滑分析的许多不同概念。我们介绍了将拓扑向量空间映射到有序完整拓扑向量格的非光滑函数的抽象协可差性,抽象拟拟微分性和抽象凸(凹)逼近的概念。我们研究这些概念的基本性质,构造抽象的可微函数的精细演算,并讨论抽象的可微函数的连续性。我们证明了许多非光滑分析的经典概念,例如亚可微性和拟拟微差性,是抽象协可微性和抽象拟微差性概念的特殊情况。我们还表明,抽象凸和抽象凹近似是研究非光滑极值问题的非常方便的工具。我们使用这些近似值来获得具有抽象的可微或抽象的拟可微的目标函数和约束的非光滑非凸优化问题的各种必要最优条件。然后,我们演示如何在某些特定情况下将这些条件转换为更简单和更具建设性的条件。

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