Mathematical and numerical analyses of a stochastic impulse control model with imperfect interventions

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Yoshioka, Hidekazu, Yaegashi, Yuta
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引用次数: 0

Abstract

A stochastic impulse control problem with imperfect controllability of interventions is formulated with an emphasis on applications to ecological and environmental management problems. The imperfectness comes from uncertainties with respect to the magnitude of interventions. Our model is based on a dynamic programming formalism to impulsively control a 1-D diffusion process of a geometric Brownian type. The imperfectness leads to a non-local operator different from the many conventional ones, and evokes a slightly different optimal intervention policy. We give viscosity characterizations of the Hamilton–Jacobi–Bellman Quasi-Variational Inequality (HJBQVI) governing the value function focusing on its numerical computation. Uniqueness and verification results of the HJBQVI are presented and a candidate exact solution is constructed. The HJBQVI is solved with the two different numerical methods, an ordinary differential equation (ODE) based method and a finite difference scheme, demonstrating their consistency. Furthermore, the resulting controlled dynamics are extensively analyzed focusing on a bird population management case from a statistical standpoint.
不完全干预下随机脉冲控制模型的数学和数值分析
提出了一个具有不完全可控性的随机脉冲控制问题,并着重讨论了其在生态和环境管理问题中的应用。这种不完美来自于干预力度的不确定性。我们的模型是基于一个动态规划的形式来脉冲控制一个几何布朗型的一维扩散过程。这种不完全性导致非局部操作者不同于许多传统的操作者,并引起了稍微不同的最优干预策略。本文给出了控制值函数的Hamilton-Jacobi-Bellman拟变分不等式(HJBQVI)的粘滞特性,重点讨论了其数值计算。给出了HJBQVI的唯一性和验证结果,构造了一个候选精确解。用常微分方程法和有限差分法两种不同的数值方法对HJBQVI进行了求解,证明了它们的一致性。此外,本文还从统计学的角度对一个鸟类种群管理案例进行了分析。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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