标量函数的渐近分析及其应用

Genghua Li, Shengjie Li, M. You
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摘要

本文通过渐近分析研究了两种常见的标度函数及其应用。主要分析了平移不变函数和有向距离函数的渐近性和渐退性,并讨论了它们的单调性和Lipschitz连续性。最后,我们将这些标量化函数应用于一般约束非凸优化问题解集的非空性和有界性的刻画。
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Asymptotic analysis of scalarization functions and applications
In this paper, we consider two common scalarization functions and their applications via asymptotic analysis. We mainly analyze the recession and asymptotic properties of translation invariant function and oriented distance function, and discuss their monotonicity and Lipschitz continuity in terms of recession functions. Finally, we apply these scalarization functions to the characterization of the nonemptiness and boundedness of the solution set for a general constrained nonconvex optimization problem.
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