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Actor-Critic Reinforcement Learning Algorithms for Mean Field Games in Continuous Time, State and Action Spaces 连续时间、状态和行动空间中平均场博弈的行为批判强化学习算法
IF 1.6 2区 数学 Q2 MATHEMATICS, APPLIED Pub Date : 2024-05-20 DOI: 10.1007/s00245-024-10138-1
Hong Liang, Zhiping Chen, Kaili Jing

This paper investigates mean field games in continuous time, state and action spaces with an infinite number of agents, where each agent aims to maximize its expected cumulative reward. Using the technique of randomized policies, we show policy evaluation and policy gradient are equivalent to the martingale conditions of a process by focusing on a representative agent. Then combined with fictitious game, we propose online and offline actor-critic algorithms for solving continuous mean field games that update the value function and policy alternatively under the given population state and action distributions. We demonstrate through two numerical experiments that our proposed algorithms can converge to the mean field equilibrium quickly and stably.

本文研究的是连续时间、状态和行动空间中的均值场博弈,其中有无限多个代理,每个代理的目标都是最大化其预期累积奖励。利用随机策略技术,我们通过对代表性代理的关注,证明了策略评估和策略梯度等同于过程的马丁格尔条件。然后结合虚构博弈,我们提出了解决连续均值场博弈的在线和离线行动者批判算法,在给定的种群状态和行动分布下交替更新价值函数和策略。我们通过两个数值实验证明,我们提出的算法可以快速稳定地收敛到均值场均衡。
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引用次数: 0
Stochastic Optimal Transport with at Most Quadratic Growth Cost 增长成本最多为二次方的随机优化运输
IF 1.6 2区 数学 Q2 MATHEMATICS, APPLIED Pub Date : 2024-05-15 DOI: 10.1007/s00245-024-10141-6
Toshio Mikami

We consider a class of stochastic optimal transport, SOT for short, with given two endpoint marginals in the case where a cost function exhibits at most quadratic growth. We first study the upper and lower estimates, the short-time asymptotics, the zero-noise limits, and the explosion rate as time goes to infinity of SOT. We also show that the value function of SOT is equal to zero or infinity in the case where a cost function exhibits less than linear growth. As a by-product, we characterize the finiteness of the value function of SOT by that of the Monge–Kantorovich problem. As an application, we show the existence of a continuous semimartingale, with given initial and terminal distributions, of which the drift vector is rth integrable for (rin [1,2)). We also consider the same problem for Schrödinger’s problem where (r=2). This paper is a continuation of our previous work.

我们考虑了一类随机最优传输(简称 SOT),在成本函数最多呈现二次增长的情况下,给定两个端点边际。我们首先研究了 SOT 的上下限估计值、短时间渐近线、零噪声极限以及时间无穷大时的爆炸率。我们还证明,在成本函数表现出小于线性增长的情况下,SOT 的价值函数等于零或无穷大。作为副产品,我们用 Monge-Kantorovich 问题描述了 SOT 价值函数的有限性。作为应用,我们证明了存在一个连续的半马勒,它具有给定的初始和终结分布,其漂移向量对于 (rin [1,2))是可整的。我们还考虑了 (r=2) 时薛定谔问题的相同问题。本文是我们之前工作的延续。
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引用次数: 0
Limit Invariant Measures for the Modified Stochastic Swift–Hohenberg Equation in a 3D Thin Domain 三维薄域中修正随机斯威夫特-霍恩伯格方程的极限不变量
IF 1.6 2区 数学 Q2 MATHEMATICS, APPLIED Pub Date : 2024-05-13 DOI: 10.1007/s00245-024-10140-7
Guanggan Chen, Wenhu Zhong, Yunyun Wei

This work is concerned with the modified stochastic Swift–Hohenberg equation in a 3D thin domain. Although the diffusion motion of molecules is irregular with the interference of the film-fluid fluctuation, the invariant measure on the trajectory space reveals delicate transition of the dynamical behavior when the interior forces change. We therefore prove that the invariant measure of the system converges weakly to the unique counterpart of the stochastic Swift–Hohenberg equation in a 2D bounded domain with a concrete convergence rate, as the modified parameter and the thickness of the thin domain tend to zero. Furthermore, we address that the smooth density of the limit invariant measure fulfills a Fokker–Planck equation.

这项研究关注三维薄域中的修正随机斯威夫特-霍恩伯格方程。虽然分子的扩散运动在膜流体波动的干扰下是不规则的,但轨迹空间上的不变度量揭示了内部力变化时动力学行为的微妙转变。因此,我们证明了当修正参数和薄域厚度趋于零时,系统的不变度量在二维有界域中以具体的收敛率弱收敛于随机斯威夫特-霍恩伯格方程的唯一对应方程。此外,我们还指出,极限不变度量的光滑密度满足福克-普朗克方程。
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引用次数: 0
Controlling a Nonlinear Fokker–Planck Equation via Inputs with Nonlocal Action 通过非局部作用输入控制非线性福克-普朗克方程
IF 1.6 2区 数学 Q2 MATHEMATICS, APPLIED Pub Date : 2024-04-26 DOI: 10.1007/s00245-024-10135-4
Ştefana-Lucia Aniţa

This paper concerns an optimal control problem (P) associated to a nonlinear Fokker–Planck equation via inputs with nonlocal action. The Fokker–Planck equation describes the dynamics of the probability density of a population under a control that produces a repellent vector field which displaces the population. Actually, problem (P) asks to optimally displace a population via the repellent action produced by the control. The problem is deeply related to a stochastic optimal control problem ((P_S)) for a McKean–Vlasov equation. The existence of an optimal control is obtained for the deterministic problem (P). The existence of an optimal control is established and necessary optimality conditions are derived for a penalized optimal control problem ((P_h)) related to a backward Euler approximation of the nonlinear Fokker–Planck equation (with a constant discretization step h). Using a passing-to-the-limit-like argument (as (hrightarrow 0)) one derives the necessary optimality conditions for problem (P). Some possible extensions are discussed as well.

本文涉及通过非局部作用输入与非线性福克-普朗克方程相关的最优控制问题 (P)。福克-普朗克方程描述了在产生排斥矢量场的控制下种群概率密度的动态变化,而排斥矢量场会使种群发生位移。实际上,问题(P)要求通过控制产生的排斥作用,以最佳方式迁移一个种群。这个问题与麦金-弗拉索夫方程的随机最优控制问题((P_S))有很深的联系。在确定性问题(P)中得到了最优控制的存在性。对于与非线性福克-普朗克方程的后向欧拉近似(离散化步长为 h)相关的受惩罚最优控制问题 ((P_h)),确定了最优控制的存在性并导出了必要的最优性条件。通过使用类似于极限的论证(如 (hrightarrow 0) ),可以推导出问题(P)的必要最优条件。同时还讨论了一些可能的扩展。
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引用次数: 0
Linear-Quadratic Stochastic Stackelberg Games of N Players for Time-Delay Systems and Related FBSDEs 时延系统的 N 人线性-二次随机斯塔克尔伯格博弈及相关 FBSDEs
IF 1.6 2区 数学 Q2 MATHEMATICS, APPLIED Pub Date : 2024-04-20 DOI: 10.1007/s00245-024-10132-7
Na Li, Shujun Wang

Motivated by the multi-scheme supply chain problem, a linear-quadratic generalized Stackelberg game for time-delay is studied, in which the multi-level hierarchy structure with delay is involved. With the help of the continuity method, we first establish the unique solvability of nonlinear anticipated forward–backward stochastic delayed differential equations with a multi-level self-similar domination-monotonicity structure. Based on it, we derive the Stackelberg equilibrium in this framework. By the theoretical results, a corporate social responsibility problem is studied in the view of a multi-scheme supply chain problem, some simulations are also presented to illustrate the Stackelberg equilibrium in a special case.

受多方案供应链问题的启发,研究了线性四元广义斯塔克尔伯格时延博弈,其中涉及具有时延的多级层次结构。借助连续性方法,我们首先建立了具有多级自相似支配-单调性结构的非线性预期前向后向随机延迟微分方程的唯一可解性。在此基础上,我们推导出该框架下的斯塔克尔伯格均衡。通过这些理论结果,我们从多方案供应链问题的角度研究了一个企业社会责任问题,并通过一些模拟来说明一个特例中的斯塔克尔伯格均衡。
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引用次数: 0
Segmentation in Measure Spaces 度量空间中的分段
IF 1.6 2区 数学 Q2 MATHEMATICS, APPLIED Pub Date : 2024-04-20 DOI: 10.1007/s00245-024-10134-5
Salvador Moll, Vicent Pallardó-Julià, Marcos Solera

We consider an abstract concept of perimeter measure space as a very general framework in which one can properly consider two of the most well-studied variational models in image processing: the Rudin–Osher–Fatemi model for image denoising (ROF) and the Mumford–Shah model for image segmentation (MS). We show the linkage between the ROF model and the two phases piecewise constant case of MS in perimeter measure spaces. We show applications of our results to nonlocal image segmentation, via discrete weighted graphs, and to multiclass classification on high dimensional spaces.

我们将周长度量空间的抽象概念视为一个非常通用的框架,在这个框架中,我们可以正确地考虑图像处理中研究最深入的两个变分模型:用于图像去噪的 Rudin-Osher-Fatemi 模型(ROF)和用于图像分割的 Mumford-Shah 模型(MS)。我们展示了 ROF 模型与周长度量空间中 MS 的两相片断常数情况之间的联系。我们展示了我们的成果在非局部图像分割(通过离散加权图)和高维空间多类分类中的应用。
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引用次数: 0
Forward Backward SDEs Systems for Utility Maximization in Jump Diffusion Models 跳跃扩散模型中效用最大化的前向后向 SDEs 系统
IF 1.6 2区 数学 Q2 MATHEMATICS, APPLIED Pub Date : 2024-04-20 DOI: 10.1007/s00245-024-10114-9
Marina Santacroce, Paola Siri, Barbara Trivellato

We consider the classical problem of maximizing the expected utility of terminal net wealth with a final random liability in a simple jump-diffusion model. In the spirit of Horst et al. (Stoch Process Appl 124(5):1813–1848, 2014) and Santacroce and Trivellato (SIAM J Control Optim 52(6):3517–3537, 2014), under suitable conditions the optimal strategy is expressed in implicit form in terms of a forward backward system of equations. Some explicit results are presented for the pure jump model and for exponential utilities.

我们考虑的经典问题是,在一个简单的跳跃-扩散模型中,最大化最终净财富的预期效用与最终随机负债。本着 Horst 等人(Stoch Process Appl 124(5):1813-1848, 2014)和 Santacroce 和 Trivellato(SIAM J Control Optim 52(6):3517-3537, 2014)的精神,在合适的条件下,最优策略以隐式形式表达为前向后向方程组。本文给出了纯跳跃模型和指数效用的一些显式结果。
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引用次数: 0
Stability Results for Novel Serially-Connected Magnetizable Piezoelectric and Elastic Smart-System Designs 新型串联可磁化压电和弹性智能系统设计的稳定性结果
IF 1.6 2区 数学 Q2 MATHEMATICS, APPLIED Pub Date : 2024-04-16 DOI: 10.1007/s00245-024-10129-2
Mohammad Akil, Serge Nicaise, Ahmet Özkan Özer, Virginie Régnier

In this paper, the stability of longitudinal vibrations for transmission problems of two smart-system designs are studied: (i) a serially-connected elastic–piezoelectric–elastic design with a local damping acting only on the piezoelectric layer and (ii) a serially-connected piezoelectric–elastic design with a local damping acting on the elastic part only. Unlike the existing literature, piezoelectric layers are considered magnetizable, and therefore, a fully-dynamic PDE model, retaining interactions of electromagnetic fields (due to Maxwell’s equations) with the mechanical vibrations, is considered. The design (i) is shown to have exponentially stable solutions. However, the nature of the stability of solutions of the design (ii), whether it is polynomial or exponential, is dependent entirely upon the arithmetic nature of a quotient involving all physical parameters. Furthermore, a polynomial decay rate is provided in terms of a measure of irrationality of the quotient. Note that this type of result is totally new (see Theorem 1.3 and Condition (mathrm {mathbf {(H_{Pol})}})). The main tool used throughout the paper is the multipliers technique which requires an adaptive selection of cut-off functions together with a particular attention to the sharpness of the estimates to optimize the results.

本文研究了两种智能系统设计的传动问题的纵向振动稳定性:(i) 串联的弹性-压电-弹性设计,局部阻尼仅作用于压电层;(ii) 串联的压电-弹性设计,局部阻尼仅作用于弹性部分。与现有文献不同,压电层被认为是可磁化的,因此考虑了全动态 PDE 模型,保留了电磁场(由于麦克斯韦方程组)与机械振动的相互作用。结果表明,设计 (i) 具有指数稳定解。然而,设计 (ii) 的解的稳定性,无论是多项式还是指数,完全取决于涉及所有物理参数的商的算术性质。此外,多项式衰减率是根据商的非理性度量得出的。请注意,这类结果是全新的(见定理 1.3 和条件 mathrm {mathbf {(H_{Pol})}} )。本文使用的主要工具是乘法器技术,它要求自适应地选择截止函数,并特别关注估计值的锐利度,以优化结果。
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引用次数: 0
The Kuznetsov and Blackstock Equations of Nonlinear Acoustics with Nonlocal-in-Time Dissipation 具有非局部时间耗散的非线性声学库兹涅佐夫和布莱克斯托克方程
IF 1.6 2区 数学 Q2 MATHEMATICS, APPLIED Pub Date : 2024-04-16 DOI: 10.1007/s00245-024-10130-9
Barbara Kaltenbacher, Mostafa Meliani, Vanja Nikolić

In ultrasonics, nonlocal quasilinear wave equations arise when taking into account a class of heat flux laws of Gurtin–Pipkin type within the system of governing equations of sound motion. The present study extends previous work by the authors to incorporate nonlocal acoustic wave equations with quadratic gradient nonlinearities which require a new approach in the energy analysis. More precisely, we investigate the Kuznetsov and Blackstock equations with dissipation of fractional type and identify a minimal set of assumptions on the memory kernel needed for each equation. In particular, we discuss the physically relevant examples of Abel and Mittag–Leffler kernels. We perform the well-posedness analysis uniformly with respect to a small parameter on which the kernels depend and which can be interpreted as the sound diffusivity or the thermal relaxation time. We then analyze the limiting behavior of solutions with respect to this parameter, and how it is influenced by the specific class of memory kernels at hand. Through such a limiting study, we relate the considered nonlocal quasilinear equations to their limiting counterparts and establish the convergence rates of the respective solutions in the energy norm.

在超声波学中,如果在声运动控制方程系统中考虑到古尔廷-皮普金类型的一类热通量定律,就会产生非局部准线性波方程。本研究扩展了作者之前的工作,纳入了具有二次梯度非线性的非局部声波方程,这就要求在能量分析中采用新的方法。更确切地说,我们研究了具有分数型耗散的库兹涅佐夫方程和布莱克斯托克方程,并确定了每个方程所需的最小记忆核假设集。我们特别讨论了与物理相关的阿贝尔核和米塔格-勒夫勒核。我们针对内核所依赖的一个小参数(可理解为声扩散率或热弛豫时间)均匀地进行了好求分析。然后,我们分析解的极限行为与该参数的关系,以及它如何受到当前记忆核的特定类别的影响。通过这种极限研究,我们将所考虑的非局部准线性方程与它们的极限对应方程联系起来,并确定了各自解在能量规范中的收敛速率。
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引用次数: 0
Generalized (varphi )-Pullback Attractors for Evolution Processes and Application to a Nonautonomous Wave Equation 演化过程的广义 $$varphi $$-Pullback 吸引子及其在非自治波方程中的应用
IF 1.6 2区 数学 Q2 MATHEMATICS, APPLIED Pub Date : 2024-04-15 DOI: 10.1007/s00245-024-10133-6
Matheus C. Bortolan, Tomás Caraballo, Carlos Pecorari Neto

In this work we define the generalized (varphi )-pullback attractors for evolution processes in complete metric spaces, which are compact and positively invariant families, that pullback attract bounded sets with a rate determined by a decreasing function (varphi ) that vanishes at infinity, called decay function. We find conditions under which a given evolution process has a generalized (varphi )-pullback attractor, both in the discrete and in the continuous cases. We present a result for the special case of generalized polynomial pullback attractors, and apply it to obtain such an object for a nonautonomous wave equation.

在这项工作中,我们定义了完全度量空间中演化过程的广义(varphi )-回拉吸引子,它们是紧凑的正不变族,回拉吸引有界集的速率由在无限远处消失的递减函数(varphi )决定,该函数称为衰减函数。我们发现,在离散和连续情况下,给定的演化过程都有一个广义的 (varphi )-回拉吸引子。我们提出了广义多项式回拉吸引子特例的一个结果,并将其应用于非自治波方程,以获得这样一个对象。
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引用次数: 0
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Applied Mathematics and Optimization
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