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We present a framework for solving time-dependent partial differential equations (PDEs) in the spirit of the random feature method. The numerical solution is constructed using a space-time partition of unity and random feature functions.…

数值分析 · 数学 2023-04-17 Jingrun Chen , Weinan E , Yixin Luo

Robot motion planning has made vast advances over the past decades, but the challenge remains: robot mobile manipulators struggle to plan long-range whole-body motion in common household environments in real time, because of…

机器人学 · 计算机科学 2024-08-13 Yunfan Lu , Yuchen Ma , David Hsu , Panpan Cai

Bipartite matching systems arise in many settings where agents or tasks from two distinct sets must be paired dynamically under compatibility constraints. We consider a high-dimensional bipartite matching system under uncertainty and seek…

最优化与控制 · 数学 2025-10-20 Baris Ata , Yaosheng Xu

This paper introduces a novel approach for jointly solving the periodic Train Timetabling Problem (TTP), train routing, and Vehicle Circulation Problem (VCP) through a unified optimization model. While these planning stages are…

最优化与控制 · 数学 2025-07-16 Florian Fuchs , Bernardo Martin-Iradi , Francesco Corman

Understanding city-scale vehicular mobility and trip patterns is essential to addressing many problems, from transportation and pollution to public safety, among others. Using spatio-temporal analysis of vehicular mobility, promising…

计算工程、金融与科学 · 计算机科学 2018-11-12 Roozbeh Ketabi , Babak Alipour , Ahmed Helmy

One-way car-sharing systems are transportation systems that allow customers to rent cars at stations scattered around the city, use them for a short journey, and return them at any station. The maximum customers' satisfaction problem…

人工智能 · 计算机科学 2020-08-18 Welverton R. Silva , Rafael C. S. Schouery

Autonomous robots operating in dynamic environments must balance global path optimality with real-time responsiveness to disturbances. This requires addressing a fundamental trade-off between computationally expensive global planning and…

机器人学 · 计算机科学 2026-05-05 Shreyas Raorane , Kabir Ram Puri , Anh-Quan Pham

We address the problem of planning robot motions in constrained configuration spaces where the constraints change throughout the motion. The problem is formulated as a fixed sequence of intersecting manifolds, which the robot needs to…

机器人学 · 计算机科学 2021-06-30 Peter Englert , Isabel M. Rayas Fernández , Ragesh K. Ramachandran , Gaurav S. Sukhatme

The Dynamic Modified Stochastic p-Median Problem (DMS-p-MP) is an important problem in supply chain network design, as it deals with the optimal location of facilities and the allocation of demand in a dynamic and uncertain environment. In…

An underlying structure in several sampling-based methods for continuous multi-robot motion planning (MRMP) is the tensor roadmap (TR), which emerges from combining multiple PRM graphs constructed for the individual robots via a tensor…

机器人学 · 计算机科学 2023-02-13 Dror Dayan , Kiril Solovey , Marco Pavone , Dan Halperin

We study the demand-robust fleet size vehicle routing problem with time windows and compatibility constraints. Unlike traditional robust optimization, which considers uncertainty in the data, demand-robust optimization considers uncertainty…

系统与控制 · 电气工程与系统科学 2024-06-13 Jordan Makansi

In this paper, we present a bilevel optimal motion planning (BOMP) model for autonomous parking. The BOMP model treats motion planning as an optimal control problem, in which the upper level is designed for vehicle nonlinear dynamics, and…

机器人学 · 计算机科学 2023-12-04 Shenglei Shi , Youlun Xiong , Jiankui Chen , Caihua Xiong

Transportation occupies one-third of the amount in the logistics costs, and accordingly transportation systems largely influence the performance of the logistics system. This work presents an adaptive data-driven innovative modular approach…

人工智能 · 计算机科学 2020-01-08 Emir Zunic , Dzenana Donko , Emir Buza

Spatio-Temporal Multivariate time series Forecast (STMF) uses the time series of $n$ spatially distributed variables in a period of recent past to forecast their values in a period of near future. It has important applications in…

机器学习 · 计算机科学 2025-10-29 Zibo Liu , Zhe Jiang , Zelin Xu , Tingsong Xiao , Yupu Zhang , Zhengkun Xiao , Haibo Wang , Shigang Chen

Sampling-based algorithms are viewed as practical solutions for high-dimensional motion planning. Recent progress has taken advantage of random geometric graph theory to show how asymptotic optimality can also be achieved with these…

机器人学 · 计算机科学 2016-02-09 Yanbo Li , Zakary Littlefield , Kostas E. Bekris

We formulate pure characteristics demand models under uncertainties of probability distributions as distributionally robust mathematical programs with stochastic complementarity constraints (DRMP-SCC). For any fixed first-stage variable and…

最优化与控制 · 数学 2021-02-10 Jie Jiang , Xiaojun Chen

In cyber-physical systems such as automobiles, measurement data from sensor nodes should be delivered to other consumer nodes such as actuators in a regular fashion. But, in practical systems over unreliable media such as wireless, it is a…

网络与互联网体系结构 · 计算机科学 2015-04-14 Xueying Guo , Rahul Singh , P. R. Kumar , Zhisheng Niu

We consider a stochastic bipartite matching model consisting of multi-class customers and multi-class servers. Compatibility constraints between the customer and server classes are described by a bipartite graph. Each time slot, exactly one…

概率论 · 数学 2022-01-12 Céline Comte , Jan-Pieter Dorsman

We propose two distributionally robust optimization (DRO) models for a mobile facility (MF) fleet sizing, routing, and scheduling problem (MFRSP) with time-dependent and random demand, as well as methodologies for solving these models.…

最优化与控制 · 数学 2022-02-23 Karmel S. Shehadeh

We study a continuous-time, infinite-horizon dynamic bipartite matching problem. Suppliers arrive according to a Poisson process; while waiting, they may abandon the queue at a uniform rate. Customers on the other hand must be matched upon…

数据结构与算法 · 计算机科学 2025-06-03 Alireza AmaniHamedani , Ali Aouad , Amin Saberi