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In this paper, we propose and analyze a fast two-point gradient algorithm for solving nonlinear ill-posed problems, which is based on the sequential subspace optimization method. A complete convergence analysis is provided under the…

偏微分方程分析 · 数学 2019-11-06 Guangyu Gao , Bo Han , Shanshan Tong

We consider the revenue management problem of finding profit-maximising prices for delivery time slots in the context of attended home delivery. This multi-stage optimal control problem admits a dynamic programming formulation that is…

最优化与控制 · 数学 2020-08-04 Denis Lebedev , Kostas Margellos , Paul Goulart

In the present paper, we consider large scale nonsymmetric differential matrix Riccati equations with low rank right hand sides. These matrix equations appear in many applications such as control theory, transport theory, applied…

数值分析 · 计算机科学 2019-03-19 V. Angelova , M. Hached , K. Jbilou

Markov decision processes (MDPs) with large number of states are of high practical interest. However, conventional algorithms to solve MDP are computationally infeasible in this scenario. Approximate dynamic programming (ADP) methods tackle…

系统与控制 · 计算机科学 2014-11-19 Chandrashekar Lakshminarayanan , Shalabh Bhatnagar

In this paper, we focus on the relaxed proximal point algorithm (RPPA) for solving convex (possibly nonsmooth) optimization problems. We conduct a comprehensive study on three types of relaxation schedules: (i) constant schedule with…

最优化与控制 · 数学 2024-10-14 Bofan Wang , Shiqian Ma , Junfeng Yang , Danqing Zhou

In this paper we characterize sharp time-data tradeoffs for optimization problems used for solving linear inverse problems. We focus on the minimization of a least-squares objective subject to a constraint defined as the sub-level set of a…

信息论 · 计算机科学 2016-01-06 Samet Oymak , Benjamin Recht , Mahdi Soltanolkotabi

Optimization of low-thrust trajectories that involve a larger number of orbit revolutions is considered a challenging problem. This paper describes a high-precision symplectic method and optimization techniques to solve the minimum-energy…

空间物理 · 物理学 2019-09-19 Zhibo E , Davide Guzzetti

Projected gradient descent and its Riemannian variant belong to a typical class of methods for low-rank matrix estimation. This paper proposes a new Nesterov's Accelerated Riemannian Gradient algorithm by efficient orthographic retraction…

最优化与控制 · 数学 2023-06-05 Hongyi Li , Zhen Peng , Chengwei Pan , Di Zhao

A numerical approach to solve the perturbed Lambert's problem is presented. The proposed technique uses the Theory of Functional Connections, which allows the derivation of a constrained functional that analytically satisfies the boundary…

数学物理 · 物理学 2024-08-08 Franco Criscola , David Canales , Daniele Mortari

This paper is devoted to the design of efficient primal-dual algorithm (PDA) for solving convex optimization problems with known saddle-point structure. We present a new PDA with larger acceptable range of parameters and correction, which…

最优化与控制 · 数学 2019-12-04 Xiaokai Chang , Sanyang Liu

The Aircraft Landing Problem (ALP) is one of the challenging problems in aircraft transportation and management. The challenge is to schedule the arriving aircraft in a sequence so that the cost and delays are optimized. There are various…

机器学习 · 计算机科学 2025-03-19 Vatsal Maru

In this paper, we give a new approximate dynamic programming (ADP) method to solve large-scale Markov decision programming (MDP) problem. In comparison with many classic ADP methods which have large number of constraints, we formulate an…

最优化与控制 · 数学 2025-07-15 Di Zhang

This paper is concerned with the comparison of semi-analytical and non-averaged propagation methods for Earth satellite orbits. We analyse the total integration error for semi-analytical methods and propose a novel decomposition into…

地球与行星天体物理 · 物理学 2019-05-23 Davide Amato , Claudio Bombardelli , Giulio Baù , Vincent Morand , Aaron J. Rosengren

Given trajectories with gaps, we investigate methods to tighten spatial bounds on areas (e.g., nodes in a spatial network) where possible rendezvous activity could have occurred. The problem is important for reducing the onerous amount of…

数据库 · 计算机科学 2022-06-28 Arun Sharma , Jayant Gupta , Subhankar Ghosh

Low-thrust trajectory design relies heavily on repeated evaluations of fuel consumption and transfer feasibility, which require expensive optimal control solutions. In this work, we show these quantities can be accurately approximated by…

机器学习 · 计算机科学 2026-05-28 Zhong Zhang , Giacomo Acciarini , Dario Izzo , Hexi Baoyin , Francesco Topputo

Conjunction analysis and maneuver planning for spacecraft collision avoidance remains a manual and time-consuming process, typically involving repeated forward simulations of hand-designed maneuvers. With the growing density of satellites…

机器人学 · 计算机科学 2025-10-23 Fausto Vega , Jon Arrizabalaga , Ryan Watson , Zachary Manchester

We consider off-policy temporal-difference (TD) learning methods for policy evaluation in Markov decision processes with finite spaces and discounted reward criteria, and we present a collection of convergence results for several…

机器学习 · 计算机科学 2018-03-30 Huizhen Yu

The gradient descent-ascent (GDA) algorithm has been widely applied to solve minimax optimization problems. In order to achieve convergent policy parameters for minimax optimization, it is important that GDA generates convergent variable…

最优化与控制 · 数学 2021-02-18 Ziyi Chen , Yi Zhou , Tengyu Xu , Yingbin Liang

We propose several adaptive algorithmic methods for problems of non-smooth convex optimization. The first of them is based on a special artificial inexactness. Namely, the concept of inexact ($ \delta, \Delta, L$)-model of objective…

最优化与控制 · 数学 2020-08-25 Fedor Stonyakin

We establish numerical methods for solving the martingale optimal transport problem (MOT) - a version of the classical optimal transport with an additional martingale constraint on transport's dynamics. We prove that the MOT value can be…

概率论 · 数学 2019-04-08 Gaoyue Guo , Jan Obloj