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Semismooth Newton and Newton iterative methods for HJB equation

机译:HJB方程的半光滑牛顿和牛顿迭代法

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摘要

In this paper, some semismooth methods are considered to solve a nonsmooth equation which can arise from a discrete version of the well-known HamiltonJacobiBellman equation. By using the slant differentiability introduced by Chen, Nashed and Qi in 2000, a semismooth Newton method is proposed. The method is proved to have monotone convergence by suitably choosing the initial iterative point and local superlinear convergence rate. Moreover, an inexact version of the proposed method is introduced, which reduces the cost of computations and still preserves nice convergence properties. Some numerical results are also reported.
机译:在本文中,考虑了一些半光滑方法来求解非光滑方程,该方程可能是由著名的HamiltonJacobiBellman方程的离散形式引起的。利用Chen,Nashed和Qi在2000年提出的偏微分法,提出了一种半光滑的牛顿法。通过适当选择初始迭代点和局部超线性收敛速度,证明该方法具有单调收敛性。此外,引入了所提出方法的不精确版本,这降低了计算成本,并且仍然保留了良好的收敛性。还报告了一些数值结果。

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