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These notes present preliminary results regarding two different approximations of linear infinite-horizon optimal control problems arising in model predictive control. Input and state trajectories are parametrized with basis functions and a…

最优化与控制 · 数学 2016-09-04 Michael Muehlebach , Raffaello D'Andrea

For an infinite-horizon continuous-time optimal stopping problem under non-exponential discounting, we look for an optimal equilibrium, which generates larger values than any other equilibrium does on the entire state space. When the…

最优化与控制 · 数学 2021-07-15 Yu-Jui Huang , Zhou Zhou

We develop a framework for convexifying a fairly general class of optimization problems. Under additional assumptions, we analyze the suboptimality of the solution to the convexified problem relative to the original nonconvex problem and…

系统与控制 · 计算机科学 2014-06-04 Krishnamurthy Dvijotham , Maryam Fazel , Emanuel Todorov

This article studies deep neural network expression rates for optimal stopping problems of discrete-time Markov processes on high-dimensional state spaces. A general framework is established in which the value function and continuation…

概率论 · 数学 2022-10-20 Lukas Gonon

In this article, we discuss two algorithms tailored to discrete-time deterministic finite-horizon nonlinear optimal control problems or so-called deterministic trajectory optimization problems. Both algorithms can be derived from an…

最优化与控制 · 数学 2024-12-10 Mohammad Mahmoudi Filabadi , Tom Lefebvre , Guillaume Crevecoeur

In this paper we consider an infinite time horizon risk-sensitive optimal stopping problem for a Feller--Markov process with an unbounded terminal cost function. We show that in the unbounded case an associated Bellman equation may have…

最优化与控制 · 数学 2022-11-01 Damian Jelito , Łukasz Stettner

Path finding is a well-studied problem in AI, which is often framed as graph search. Any-angle path finding is a technique that augments the initial graph with additional edges to build shorter paths to the goal. Indeed, optimal algorithms…

人工智能 · 计算机科学 2021-04-15 Konstantin Yakovlev , Anton Andreychuk

This paper concerns an optimal stopping problem driven by the running maximum of a spectrally negative Levy process X. More precisely, we are interested in capped versions of the American lookback optimal stopping problem, which has its…

概率论 · 数学 2012-04-17 Andreas E. Kyprianou , Curdin Ott

We propose a new method for solving optimal stopping problems (such as American option pricing in finance) under minimal assumptions on the underlying stochastic process $X$. We consider classic and randomized stopping times represented by…

概率论 · 数学 2021-05-04 Christian Bayer , Paul Hager , Sebastian Riedel , John Schoenmakers

Infinite horizon optimal stopping problems for a L\'evy processes with a two-sided reward function are considered. A two-sided verification theorem is presented in terms of the overall supremum and the overall infimum of the process. A…

概率论 · 数学 2019-12-18 Ernesto Mordecki , Facundo Oliú Eguren

Path Integral Control methods were developed for stochastic optimal control covering a wide class of finite horizon formulations with control affine nonlinear dynamics. Characteristic for this class is that the HJB equation is linear and…

最优化与控制 · 数学 2021-03-08 Tom Lefebvre , Guillaume Crevecoeur

Navigating a collision-free and optimal trajectory for a robot is a challenging task, particularly in environments with moving obstacles such as humans. We formulate this problem as a stochastic optimal control problem. Since solving the…

系统与控制 · 电气工程与系统科学 2026-03-17 Seyyed Reza Jafari , Anders Hansson , Bo Wahlberg

We solve the martingale optimal transport problem for cost functionals represented by optimal stopping problems. The measure-valued martingale approach developed in ArXiv: 1507.02651 allows us to obtain an equivalent infinite-dimensional…

概率论 · 数学 2017-11-27 Erhan Bayraktar , Alexander Cox , Yavor Stoev

We present a fully nonparametric method to estimate the value function, via simulation, in the context of expected infinite-horizon discounted rewards for Markov chains. Estimating such value functions plays an important role in approximate…

概率论 · 数学 2013-12-30 Mohammad Mousavi , Peter W. Glynn

In two phase materials, each phase having a non-local response in time, it has been found that for some driving fields the response somehow untangles at specific times, and allows one to directly infer useful information about the geometry…

数学物理 · 物理学 2021-01-06 Ornella Mattei , Graeme W. Milton , Mihai Putinar

In this paper we study simulation based optimization algorithms for solving discrete time optimal stopping problems. This type of algorithms became popular among practioneers working in the area of quantitative finance. Using large…

最优化与控制 · 数学 2009-09-22 Denis Belomestny

We consider optimal stopping problems for a Brownian motion and a geometric Brownian motion with a "disorder", assuming that the moment of a disorder is uniformly distributed on a finite interval. Optimal stopping rules are found as the…

统计理论 · 数学 2012-12-18 A. N. Shiryaev , M. V. Zhitlukhin

In this work, we show the intrinsic relations between optimal transportation and convex geometry, especially the variational approach to solve Alexandrov problem: constructing a convex polytope with prescribed face normals and volumes. This…

机器学习 · 计算机科学 2017-12-20 Na Lei , Kehua Su , Li Cui , Shing-Tung Yau , David Xianfeng Gu

We study a class of stochastic optimal design problems for elliptic partial differential equations in divergence form, where the coefficients represent mixtures of two conducting materials. The objective is to minimize a generalized risk…

最优化与控制 · 数学 2026-02-24 Amal Alphonse , Petar Kunštek , Marko Vrdoljak

In this paper, we solve the existence problem of optimal stopping problem under some kind of nonlinear expectation named g_\Gamma expectation which was recently introduced in Peng, S.G. and Xu, M.Y. [8]. Our method based on our preceding…

概率论 · 数学 2011-05-12 Helin Wu