魏俊林, 游曼雪. 一类DC复合优化问题的Fenchel C-conjugate对偶理论[J]. 内江师范学院学报, 2024, 39(8): 28-34. DOI:10.13603/j.cnki.51-1621/z.2024.08.005
引用本文: 魏俊林, 游曼雪. 一类DC复合优化问题的Fenchel C-conjugate对偶理论[J]. 内江师范学院学报, 2024, 39(8): 28-34.DOI:10.13603/j.cnki.51-1621/z.2024.08.005
WEI Junlin, YOU Manxue. Fenchel C-conjugate dual theory for a class of DC composite optimization problems[J]. Journal of Neijiang Normal University, 2024, 39(8): 28-34. DOI:10.13603/j.cnki.51-1621/z.2024.08.005
Citation: WEI Junlin, YOU Manxue. Fenchel C-conjugate dual theory for a class of DC composite optimization problems[J].Journal of Neijiang Normal University, 2024, 39(8): 28-34.DOI:10.13603/j.cnki.51-1621/z.2024.08.005

一类DC复合优化问题的Fenchel C-conjugate对偶理论

Fenchel C-conjugate dual theory for a class of DC composite optimization problems

  • 摘要:在局部分离凸空间中,考虑无约束的DC复合优化问题.根据均匀凸(简称 e-凸)函数在 c-共轭框架下的Fenchel-Moreau定理,利用扰动方法建立了DC复合优化问题的Fenchel对偶问题.进一步,借助 c-共轭函数的上图性质,给出了原问题与Fenchel对偶问题的零对偶间隙,弱对偶和强对偶成立的正则条件.

    Abstract:In the locally separated convex space, the unconstrained DC composite optimization problems is considered. According to the Fenchel-Moreau theorem of evenly convex(e-convex, in brief) function in the c-conjugate scheme, the Fenchel duality problem of DC composite optimization problem is established by perturbation method. Furthermore, by means of the properties of the epigraph of the c-conjugate function, the regularity conditions for the zero duality gap, the weak duality, and the strong duality of the primal problem and Fenchel duality problem are given.

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