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Mean Viability Theorems and Second-Order Hamilton–Jacobi Equations 平均活力定理和二阶汉密尔顿-雅可比方程
IF 2.2 2区 数学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-05 DOI: 10.1137/23m1550438
Christian Keller
SIAM Journal on Control and Optimization, Volume 62, Issue 3, Page 1615-1642, June 2024.
Abstract. We introduce the notion of mean viability for controlled stochastic differential equations and establish counterparts of Nagumo’s classical viability theorems (necessary and sufficient conditions for mean viability). As an application, we provide a purely probabilistic proof of a comparison principle and of existence for contingent and viscosity solutions of second-order fully nonlinear path-dependent Hamilton–Jacobi–Bellman equations. We do not use compactness and optimal stopping arguments, which are usually employed in the literature on viscosity solutions for second-order path-dependent PDEs.
SIAM 控制与优化期刊》第 62 卷第 3 期第 1615-1642 页,2024 年 6 月。 摘要。我们引入了受控随机微分方程的平均可行度概念,并建立了南云经典可行度定理的对应定理(平均可行度的必要条件和充分条件)。作为应用,我们对二阶全非线性路径依赖哈密顿-雅各比-贝尔曼方程的或然解和粘性解的比较原理和存在性进行了纯概率证明。我们没有使用紧凑性和最优停止论证,这些论证通常在关于二阶路径依赖 PDE 的粘性解的文献中使用。
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引用次数: 0
Randomized Optimal Stopping Problem in Continuous Time and Reinforcement Learning Algorithm 连续时间中的随机最优停止问题和强化学习算法
IF 2.2 2区 数学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-06-03 DOI: 10.1137/22m1516725
Yuchao Dong
SIAM Journal on Control and Optimization, Volume 62, Issue 3, Page 1590-1614, June 2024.
Abstract. In this paper, we study the optimal stopping problem in the so-called exploratory framework, in which the agent takes actions randomly conditioning on the current state and a regularization term is added to the reward functional. Such a transformation reduces the optimal stopping problem to a standard optimal control problem. For the American put option model, we derive the related HJB equation and prove its solvability. Furthermore, we give a convergence rate of policy iteration and compare our solution to the classical American put option problem. Our results indicate a trade-off between the convergence rate and bias in the choice of the temperature constant. Based on the theoretical analysis, a reinforcement learning algorithm is designed and numerical results are demonstrated for several models.
SIAM 控制与优化期刊》第 62 卷第 3 期第 1590-1614 页,2024 年 6 月。 摘要在本文中,我们研究了所谓探索框架下的最优停止问题,即代理根据当前状态随机采取行动,并在奖励函数中加入正则化项。这种转换将最优停止问题简化为一个标准的最优控制问题。对于美式看跌期权模型,我们推导出了相关的 HJB 方程,并证明了其可解性。此外,我们还给出了政策迭代的收敛率,并将我们的解决方案与经典美式看跌期权问题进行了比较。我们的结果表明,在选择温度常数时,收敛速度和偏差之间需要权衡。在理论分析的基础上,我们设计了一种强化学习算法,并对几个模型的数值结果进行了演示。
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引用次数: 0
Invariance Principles for [math]-Brownian-Motion-Driven Stochastic Differential Equations and Their Applications to [math]-Stochastic Control 数学]-布朗运动驱动的随机微分方程的不变性原理及其在[数学]-随机控制中的应用
IF 2.2 2区 数学 Q1 Mathematics Pub Date : 2024-05-29 DOI: 10.1137/23m1564936
Xiaoxiao Peng, Shijie Zhou, Wei Lin, Xuerong Mao
SIAM Journal on Control and Optimization, Volume 62, Issue 3, Page 1569-1589, June 2024.
Abstract. The G-Brownian-motion-driven stochastic differential equations (G-SDEs) as well as the G-expectation, which were seminally proposed by Peng and his colleagues, have been extensively applied to describing a particular kind of uncertainty arising in real-world systems modeling. Mathematically depicting long-time and limit behaviors of the solution produced by G-SDEs is beneficial to understanding the mechanisms of system’s evolution. Here, we develop a new G-semimartingale convergence theorem and further establish a new invariance principle for investigating the long-time behaviors emergent in G-SDEs. We also validate the uniqueness and the global existence of the solution of G-SDEs whose vector fields are only locally Lipschitzian with a linear upper bound. To demonstrate the broad applicability of our analytically established results, we investigate its application to achieving G-stochastic control in a few representative dynamical systems.
SIAM 控制与优化期刊》第 62 卷第 3 期第 1569-1589 页,2024 年 6 月。 摘要。G-布朗运动驱动随机微分方程(G-SDEs)以及G-期望(G-expectation)是由彭晓赤和他的同事们从理论上提出的,已被广泛应用于描述现实世界系统建模中出现的一种特殊的不确定性。用数学方法描述 G-SDEs 所产生的解的长期和极限行为有利于理解系统的演化机制。在此,我们提出了一个新的 G-semartingale 收敛定理,并进一步建立了一个新的不变性原理,用于研究 G-SDE 中出现的长期行为。我们还以线性上界验证了矢量场仅为局部 Lipschitzian 的 G-SDE 解的唯一性和全局存在性。为了证明我们通过分析得出的结果的广泛适用性,我们研究了它在几个代表性动力学系统中实现 G-随机控制的应用。
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引用次数: 0
Concentration in Gossip Opinion Dynamics over Random Graphs 随机图上流言舆论动态的集中性
IF 2.2 2区 数学 Q1 Mathematics Pub Date : 2024-05-22 DOI: 10.1137/23m1545823
Yu Xing, K. H. Johansson
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引用次数: 0
Shape Optimization of Hemolysis for Shear Thinning Flows in Moving Domains 移动域中剪切稀化流的溶血形状优化
IF 2.2 2区 数学 Q1 Mathematics Pub Date : 2024-05-22 DOI: 10.1137/23m1595485
V. Calisti, Š. Nečasová
. We consider the 3D problem of hemolysis minimization in blood flows, namely the minimization of red blood cells damage, through the shape optimization of moving domains. Such a geometry is adopted to take into account the modeling of rotating systems and blood pumps. The blood flow is described by generalized Navier-Stokes equations, in the particular case of shear thinning flows. The velocity and stress fields are then used as data for a transport equation governing the hemolysis index, aimed to measure the red blood cells damage rate. For a sequence of converging moving domains, we show that a sequence of associated solutions to blood equations converges to a solution of the problem written on the limit moving domain. Thus, we extended the result given in (Sokołowski, Stebel, 2014, in Evol. Eq. Control Theory ) for q ≥ 11 / 5, to the range 6 / 5 < q < 11 / 5, where q is the exponent of the rheological law. We then show that the sequence of hemolysis index solutions also converges to the limit solution. This shape continuity properties allows us to show the existence of minimal shapes for a class of functionals depending on the hemolysis index.
.我们考虑的是血液流动中溶血最小化的三维问题,即通过移动域的形状优化使红细胞损伤最小化。采用这种几何形状是为了考虑到旋转系统和血泵的建模。在剪切稀化流的特殊情况下,血液流动由广义纳维-斯托克斯方程描述。然后,速度和应力场被用作控制溶血指数的传输方程的数据,旨在测量红细胞的损伤率。对于一连串收敛的移动域,我们证明了血液方程的一连串相关解收敛于写在极限移动域上的问题解。因此,我们将(Sokołowski, Stebel, 2014, in Evol. Eq. Control Theory )中给出的 q ≥ 11 / 5 的结果扩展到 6 / 5 < q < 11 / 5 的范围,其中 q 是流变规律的指数。然后,我们证明溶血指数解序列也收敛于极限解。这种形状连续性使我们能够证明一类取决于溶血指数的函数存在最小形状。
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引用次数: 0
Optimal Control of Stochastic Delay Differential Equations and Applications to Path-Dependent Financial and Economic Models 随机延迟微分方程的最优控制及其在路径依赖金融和经济模型中的应用
IF 2.2 2区 数学 Q1 Mathematics Pub Date : 2024-05-20 DOI: 10.1137/23m1553960
Filippo De Feo, Salvatore Federico, Andrzej Święch
SIAM Journal on Control and Optimization, Volume 62, Issue 3, Page 1490-1520, June 2024.
Abstract. In this manuscript we consider a class of optimal control problems of stochastic differential delay equations. First, we rewrite the problem in a suitable infinite-dimensional Hilbert space. Then, using the dynamic programming approach, we characterize the value function of the problem as the unique viscosity solution of the associated infinite-dimensional Hamilton-Jacobi-Bellman equation. Finally, we prove a [math]-partial regularity of the value function. We apply these results to path dependent financial and economic problems (Merton-like portfolio problem and optimal advertising).
SIAM 控制与优化期刊》第 62 卷第 3 期第 1490-1520 页,2024 年 6 月。 摘要在本手稿中,我们考虑了一类随机微分延迟方程的最优控制问题。首先,我们在合适的无穷维希尔伯特空间中重写问题。然后,利用动态编程方法,我们将问题的值函数表征为相关无穷维汉密尔顿-雅各比-贝尔曼方程的唯一粘性解。最后,我们证明了值函数的[数学]部分正则性。我们将这些结果应用于路径依赖的金融和经济问题(类似默顿的投资组合问题和最优广告)。
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引用次数: 0
The Role of Correlation in Diffusion Control Ranking Games 相关性在扩散控制排名游戏中的作用
IF 2.2 2区 数学 Q1 Mathematics Pub Date : 2024-05-17 DOI: 10.1137/23m1574336
S. Ankirchner, N. Kazi-Tani, J. Wendt
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引用次数: 1
Nash Equilibria for Exchangeable Team-Against-Team Games, Their Mean-Field Limit, and the Role of Common Randomness 可交换的团队对团队博弈的纳什均衡点、其平均场极限以及共同随机性的作用
IF 2.2 2区 数学 Q1 Mathematics Pub Date : 2024-05-16 DOI: 10.1137/22m1534055
Sina Sanjari, Naci Saldi, Serdar Yüksel
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引用次数: 0
Feedback and Open-Loop Nash Equilibria for LQ Infinite-Horizon Discrete-Time Dynamic Games LQ 无限视距离散时间动态博弈的反馈和开环纳什均衡器
IF 2.2 2区 数学 Q1 Mathematics Pub Date : 2024-05-13 DOI: 10.1137/23m1579960
Andrea Monti, Benita Nortmann, Thulasi Mylvaganam, Mario Sassano
SIAM Journal on Control and Optimization, Volume 62, Issue 3, Page 1417-1436, June 2024.
Abstract. We consider dynamic games defined over an infinite horizon, characterized by linear, discrete-time dynamics and quadratic cost functionals. Considering such linear-quadratic dynamic games, we focus on their solutions in terms of Nash equilibrium strategies. Both feedback (F-NE) and open-loop (OL-NE) Nash equilibrium solutions are considered. The contributions of the paper are threefold. First, our detailed study reveals some interesting structural insights in relation to F-NE solutions. Second, as a stepping stone toward our consideration of OL-NE strategies, we consider a specific infinite-horizon discrete-time (single-player) optimal control problem, wherein the dynamics are influenced by a known exogenous input and draw connections between its solution obtained via dynamic programming and Pontryagin’s minimum principle. Finally, we exploit the latter result to provide a characterization of OL-NE strategies of the class of infinite-horizon dynamic games. The results and key observations made throughout the paper are illustrated via a numerical example.
SIAM 控制与优化期刊》第 62 卷第 3 期第 1417-1436 页,2024 年 6 月。 摘要我们考虑的是定义在无限视界上的动态博弈,其特征是线性离散时间动态和二次成本函数。考虑到这种线性-二次动态博弈,我们重点研究它们在纳什均衡策略方面的解。我们同时考虑了反馈(F-NE)和开环(OL-NE)纳什均衡解。本文有三方面的贡献。首先,我们的详细研究揭示了与 F-NE 解相关的一些有趣的结构性见解。其次,作为我们考虑 OL-NE 策略的垫脚石,我们考虑了一个特定的无限视距离散时间(单人)最优控制问题,其中动态受已知外生输入的影响,并得出了通过动态编程获得的解与庞特里亚金最小原理之间的联系。最后,我们利用后一结果提供了一类无限视距动态博弈的 OL-NE 策略特征。我们将通过一个数值例子来说明本文的结果和主要观点。
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引用次数: 0
Optimal Moral-Hazard-Free Reinsurance Under Extended Distortion Premium Principles 扩展扭曲溢价原则下的最优无道德风险再保险
IF 2.2 2区 数学 Q1 Mathematics Pub Date : 2024-05-13 DOI: 10.1137/23m1556046
Zhuo Jin, Zuo Quan Xu, Bin Zou
SIAM Journal on Control and Optimization, Volume 62, Issue 3, Page 1390-1416, June 2024.
Abstract. We study an optimal reinsurance problem under a diffusion risk model for an insurer who aims to minimize the probability of lifetime ruin. To rule out moral hazard issues, we only consider moral-hazard-free reinsurance contracts by imposing the incentive compatibility constraint on indemnity functions. The reinsurance premium is calculated under an extended distortion premium principle, in which the distortion function is not necessarily concave or continuous. We first show that an optimal reinsurance contract always exists and then derive two sufficient and necessary conditions to characterize it. Due to the presence of the incentive compatibility constraint and the nonconcavity of the distortion, the optimal contract is obtained as a solution to a double obstacle problem. At last, we apply the general result to study four examples and obtain the optimal contract in (semi-)closed form.
SIAM 控制与优化期刊》第 62 卷第 3 期第 1390-1416 页,2024 年 6 月。 摘要。我们研究了一个扩散风险模型下的最优再保险问题,该问题的目标是使保险人终生破产的概率最小化。为了排除道德风险问题,我们只考虑无道德风险的再保险合同,对赔偿函数施加激励相容约束。再保险费根据扩展的扭曲保险费原则计算,其中扭曲函数不一定是凹形或连续的。我们首先证明最优再保险合同总是存在的,然后推导出两个充分必要条件来描述最优再保险合同。由于存在激励相容约束和扭曲的非凹性,最优合同可以作为双重障碍问题的解而得到。最后,我们运用一般结果研究了四个实例,并得到了(半)封闭形式的最优合同。
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SIAM Journal on Control and Optimization
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