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An adaptive least-squares collocation radial basis function method for the HJB equation

机译:HJB方程的自适应最小二乘配置径向基函数方法

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摘要

We present a novel numerical method for the Hamilton-Jacobi-Bellman equation governing a class of optimal feedback control problems. The spatial discretization is based on a least-squares collocation Radial Basis Function method and the time discretization is the backward Euler finite difference. A stability analysis is performed for the discretization method. An adaptive algorithm is proposed so that at each time step, the approximate solution can be constructed recursively and optimally. Numerical results are presented to demonstrate the efficiency and accuracy of the method.
机译:我们提出了一种控制一类最佳反馈控制问题的汉密尔顿-雅各比-贝尔曼方程的新型数值方法。空间离散化基于最小二乘搭配径向基函数方法,时间离散化是后向欧拉有限差分。对离散化方法进行稳定性分析。提出了一种自适应算法,以便可以在每个时间步长上递归和最优地构造近似解。数值结果表明了该方法的有效性和准确性。

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  • 来源
    《Journal of Global Optimization》 |2012年第2期|p.305-322|共18页
  • 作者单位

    Department of Mathematics, Nizwa College of Applied Sciences, PO Box 699, Nizwa 611,Sultanate of Oman;

    School of Mathematics and Statistics, The University of Western Australia, 35 Stirling Hwy, Crawley,WA 6009, Australia;

    School of Mathematics and Statistics, The University of Western Australia, 35 Stirling Hwy, Crawley,WA 6009, Australia;

    School of Engineering, Edith Cowan University, 270 Joondalup Drive, Joondalup, WA 6027, Australia;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    HJB equation; optimal feedback control; radial basis functions; adaptive method;

    机译:HJB方程;最佳反馈控制;径向基函数;自适应方法;

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