Tikhonov正则化
离散化
正规化(语言学)
数学
最优控制
先验与后验
应用数学
巴克斯-吉尔伯特法
伽辽金法
数学优化
有限元法
支持向量机的正则化研究进展
数学分析
反问题
计算机科学
物理
哲学
认识论
人工智能
热力学
作者
Nikolaus von Daniels,Michael Hinze
出处
期刊:Cornell University - arXiv
日期:2017-07-05
被引量:2
摘要
We consider a control-constrained parabolic optimal control problem without Tikhonov term in the tracking functional. For the numerical treatment, we use variational discretization of its Tikhonov regularization: For the state and the adjoint equation, we apply Petrov-Galerkin schemes from [Daniels et al 2015] in time and usual conforming finite elements in space. We prove a-priori estimates for the error between the discretized regularized problem and the limit problem. Since these estimates are not robust if the regularization parameter tends to zero, we establish robust estimates, which --- depending on the problem's regularity --- enhance the previous ones. In the special case of bang-bang solutions, these estimates are further improved. A numerical example confirms our analytical findings.
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