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Partial differential equations with gradient constraints arising in the optimal control of singular stochastic processes.

机译:具有奇异随机过程最优控制的具有梯度约束的偏微分方程。

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摘要

This dissertation is a study of second order, elliptic partial differential equations (PDE) that subject solutions to pointwise gradient constraints. These equations fall into the broad class of scalar non-linear PDE, and therefore, we interpret solutions in the viscosity sense and use methods from the theory of viscosity solutions. These equations are also naturally associated to free boundary problems as the boundary of the region where the gradient constraint is strictly satisfied cannot, in general, be determined before a solution of the PDE has been obtained. Consequently, we also employ techniques from PDE theory developed for free boundary problems.;In addition, we identify connections with control theory. Each solution of the PDE we consider has a probabilistic interpretation as an optimal value of a stochastic control problem. A distinguishing feature of these optimization problems is that the controlled processes have sample paths of bounded variation and thus may be "singular" with respect to Lebesgue measure on the real line. The theory of stochastic singular control has been used to model spacecraft control, queueing systems, and financial markets in the presence of transaction costs. Our work makes considerable progress at rigorously interpreting the PDE that arise in these applications.
机译:本文是对二阶椭圆偏微分方程(PDE)的研究,该方程对点梯度约束进行求解。这些方程式属于标量非线性PDE的广义类别,因此,我们从粘度意义上解释溶液,并使用粘度溶液理论中的方法。这些方程式自然也与自由边界问题相关联,因为通常无法在获得PDE的解之前确定严格满足梯度约束的区域的边界。因此,我们还采用了针对自由边界问题开发的PDE理论中的技术。此外,我们还确定了与控制理论的联系。我们认为的PDE的每个解决方案都有一个概率解释,它是随机控制问题的最优值。这些优化问题的一个显着特征是,受控过程具有有限变化的样本路径,因此相对于真实线路上的Lebesgue度量而言可能是“奇异的”。在交易成本存在的情况下,随机奇异控制理论已用于对航天器控制,排队系统和金融市场进行建模。在严格解释这些应用中出现的PDE方面,我们的工作取得了长足的进步。

著录项

  • 作者

    Hynd, Ryan C.;

  • 作者单位

    University of California, Berkeley.;

  • 授予单位 University of California, Berkeley.;
  • 学科 Mathematics.
  • 学位 Ph.D.
  • 年度 2010
  • 页码 105 p.
  • 总页数 105
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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