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General-purpose large language models (LLMs) are increasingly deployed in verticals such as telecommunications, where adaptation is hindered by scarce, low-information-density corpora and tight mobile/edge constraints. We propose Data…

机器学习 · 计算机科学 2025-11-11 Zhicheng Zhou , Jing Li , Suming Qiu , Junjie Huang , Linyuan Qiu , Zhijie Sun

Approximations of the Dirac delta distribution are commonly used to create sequences of smooth functions approximating nonsmooth (generalized) functions, via convolution. In this work, we show a priori rates of convergence of this…

数值分析 · 数学 2021-11-18 Luca Heltai , Wenyu Lei

Future multi-spacecraft missions require robust autonomous trajectory optimization capabilities to ensure safe and efficient rendezvous operations. This capability hinges on solving non-convex optimal control problems in real-time, although…

最优化与控制 · 数学 2025-01-28 Yuji Takubo , Tommaso Guffanti , Daniele Gammelli , Marco Pavone , Simone D'Amico

This paper presents a computationally efficient optimization algorithm for solving nonconvex optimal control problems that involve discrete logic constraints. Traditional solution methods for these constraints require binary variables and…

最优化与控制 · 数学 2021-07-16 Danylo Malyuta , Behcet Acikmese

This paper investigates the asymmetric low-rank matrix completion problem, which can be formulated as an unconstrained non-convex optimization problem with a nonlinear least-squares objective function, and is solved via gradient descent…

机器学习 · 计算机科学 2025-08-14 Xu Zhang , Shuo Chen , Jinsheng Li , Xiangying Pang , Maoguo Gong

The convergence analysis of optimization algorithms using continuous-time dynamical systems has received much attention in recent years. In this paper, we investigate applications of these systems to analyze the convergence of linearized…

最优化与控制 · 数学 2023-09-14 Jiahong Guo , Xiao Wang , Xiantao Xiao

Agile attitude maneuvering maximizes the utility of remote sensing satellite constellations. By taking into account a satellite's physical properties and its actuator specifications, we may leverage the full performance potential of the…

系统与控制 · 电气工程与系统科学 2021-02-17 Emmanuel Sin , Sreeja Nag , Vinay Ravindra , Alan Li , Murat Arcak

In this work we consider a possibility to use the conception of $(\delta, L)$-model of a function for optimization tasks, whereby solving a primal problem there is a necessity to recover a solution of a dual problem. The conception of…

最优化与控制 · 数学 2019-06-25 Alexander Tyurin

This paper presents a novel approach using sensitivity analysis for generalizing Differential Dynamic Programming (DDP) to systems characterized by implicit dynamics, such as those modelled via inverse dynamics and variational or implicit…

机器人学 · 计算机科学 2024-08-29 Iordanis Chatzinikolaidis , Zhibin Li

UAV trajectory planning is often done in a two-step approach, where a low-dimensional path is refined to a dynamic trajectory. The resulting trajectories are only locally optimal, however. On the other hand, direct planning in…

机器人学 · 计算机科学 2022-05-05 Sebastian Schräder , Daniel Schleich , Sven Behnke

This paper presents a general description of a parameter estimation inverse problem for systems governed by nonlinear differential equations. The inverse problem is presented using optimal control tools with state constraints, where the…

数值分析 · 数学 2018-06-28 Mohamed Kamel Riahi , Issam Al Qattan

A computationally efficient method to solve non-convex programming problems with linear equality constraints is presented. The proposed method is based on a recursively feasible and descending sequential convex programming procedure proven…

最优化与控制 · 数学 2018-10-25 Josep Virgili-Llop , Marcello Romano

This paper presents multilevel hybrid transport (MLHT) methods for solving the neutral-particle Boltzmann transport equation. The proposed MLHT methods are formulated on a sequence of spatial grids using a multilevel Monte Carlo (MLMC)…

数值分析 · 数学 2026-05-12 Vincent N. Novellino , Dmitriy Y. Anistratov

We present a new partially linearized mapping-based approach for approximating real-time quantum correlation functions in condensed-phase nonadiabatic systems, called spin-PLDM. Within a classical trajectory picture, partially linearized…

化学物理 · 物理学 2021-02-03 J. R. Mannouch , J. O. Richardson

In this paper we provide faster algorithms for approximately solving discounted Markov Decision Processes in multiple parameter regimes. Given a discounted Markov Decision Process (DMDP) with $|S|$ states, $|A|$ actions, discount factor…

数据结构与算法 · 计算机科学 2020-12-24 Aaron Sidford , Mengdi Wang , Xian Wu , Yinyu Ye

Inverse problems are in many cases solved with optimization techniques. When the underlying model is linear, first-order gradient methods are usually sufficient. With nonlinear models, due to nonconvexity, one must often resort to…

数值分析 · 数学 2023-05-15 Arttu Arjas , Mikko J. Sillanpää , Andreas Hauptmann

We develop a probabilistic framework for \emph{rendezvous planning}: given sparse, noisy observations of a fast-moving target, plan rendezvous spatiotemporal coordinates for a set of significantly slower seeking agents. The unknown target…

最优化与控制 · 数学 2026-04-03 Thomas A. Scott , Lukas Taus , Yen-Hsi Richard Tsai , Tan Bui-Thanh , Justin G. R. Delva

This study is aimed at answering the famous question of how the approximation errors at each iteration of Approximate Dynamic Programming (ADP) affect the quality of the final results considering the fact that errors at each iteration…

系统与控制 · 计算机科学 2015-05-18 Ali Heydari

A Model Predictive Controller for Tracking is introduced for rendezvous with non-cooperative tumbling targets in active debris removal applications. The target's three-dimensional non-periodic rotational dynamics as well as other state and…

系统与控制 · 电气工程与系统科学 2024-03-19 Jose Antonio Rebollo , Rafael Vazquez , Ignacio Alvarado , Daniel Limon

We consider convex-concave saddle point problems with a separable structure and non-strongly convex functions. We propose an efficient stochastic block coordinate descent method using adaptive primal-dual updates, which enables flexible…

机器学习 · 统计学 2015-11-24 Zhanxing Zhu , Amos J. Storkey