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首页> 外文期刊>Journal of industrial and management optimization >LINE SEARCH GLOBALIZATION OF A SEMISMOOTH NEWTON METHOD FOR OPERATOR EQUATIONS IN HILBERT SPACES WITH APPLICATIONS IN OPTIMAL CONTROL
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LINE SEARCH GLOBALIZATION OF A SEMISMOOTH NEWTON METHOD FOR OPERATOR EQUATIONS IN HILBERT SPACES WITH APPLICATIONS IN OPTIMAL CONTROL

机译:希尔伯特空间算子方程半牛顿法的线搜索全球化及其在最优控制中的应用。

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摘要

We consider the numerical solution of nonlinear and nonsmooth operator equations in Hilbert spaces. A semismooth Newton method is used for search direction generation. The operator equation is solved by a globalized semismooth Newton method that is equipped with an Armijo linesearch using a semismooth merit function. We prove that an accumulation point of the globalized algorithm is a solution and transition to fast local convergence under a directional Hadamard-like continuity assumption on the Newton matrix. In particular, no auxiliary descent directions or smoothing steps are required. Finally, we apply this method to a control-constrained and also to a regularized state-constrained optimal control problem subject to partial differential equations.
机译:我们考虑希尔伯特空间中非线性和非光滑算子方程的数值解。半平滑牛顿法用于生成搜索方向。算子方程式通过全局半光滑牛顿法求解,该方法配备有使用半光滑优点函数的Armijo线性搜索。我们证明了在牛顿矩阵的有向Hadamard样连续性假设下,全球化算法的累加点是一个解,并向快速局部收敛过渡。特别地,不需要辅助下降方向或平滑步骤。最后,我们将此方法应用于受约束的控制以及受偏微分方程约束的正则化状态约束的最优控制问题。

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