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Navigating topological transitions in cellular mechanical systems is a significant challenge for existing simulation methods. While abstract models lack predictive capabilities at the cellular level, explicit network representations…

图形学 · 计算机科学 2024-04-30 Logan Numerow , Yue Li , Stelian Coros , Bernhard Thomaszewski

Formation and collision avoidance abilities are essential for multi-agent systems. Conventional methods usually require a central controller and global information to achieve collaboration, which is impractical in an unknown environment. In…

机器人学 · 计算机科学 2021-10-26 Xinyou Qiu , Xiaoxiang Li , Jian Wang , Yu Wang , Yuan Shen

In this paper, we propose an online path planning architecture that extends the model predictive control (MPC) formulation to consider future location uncertainties for safer navigation through cluttered environments. Our algorithm combines…

A novel deep multi-agent reinforcement learning framework is proposed to identify and resolve conflicts among a variable number of aircraft in a high-density, stochastic, and dynamic sector. Currently the sector capacity is constrained by…

机器学习 · 计算机科学 2020-08-28 Marc Brittain , Xuxi Yang , Peng Wei

This paper addresses the challenge of navigating unmanned aerial vehicles in contested environments by introducing a cooperative multi-agent framework that increases the likelihood of safe UAV traversal. The approach involves two types of…

最优化与控制 · 数学 2025-09-03 Grant Stagg , Cameron K. Peterson

A novel decentralised trajectory generation algorithm for Multi Agent systems is presented. Multi-robot systems have the capacity to transform lives in a variety of fields. But, trajectory generation for multi-robot systems is still in its…

机器人学 · 计算机科学 2018-12-31 Govind Aadithya R , Shravan Krishnan , Vijay Arvindh , Sivanathan K

One of the pivotal challenges in a multi-robot system is how to give attention to accuracy and efficiency while ensuring safety. Prior arts cannot strictly guarantee collision-free for an arbitrarily large number of robots or the results…

机器人学 · 计算机科学 2025-01-08 Xiaoxiao Li , Zhirui Sun , Mansha Zheng , Hongpeng Wang , Shuai Li , Jiankun Wang

This article examines the problem of area coverage for a network of mobile robots with imprecise agent localization. Each robot has uniform radial sensing ability, governed by first order kinodynamics. The convex-space is partitioned based…

系统与控制 · 电气工程与系统科学 2024-10-15 Sotiris Papatheodorou , Yiannis Stergiopoulos , Anthony Tzes

This paper presents a new efficient algorithm which guarantees a solution for a class of multi-agent trajectory planning problems in obstacle-dense environments. Our algorithm combines the advantages of both grid-based and…

系统与控制 · 电气工程与系统科学 2020-03-10 Jungwon Park , Junha Kim , Inkyu Jang , H. Jin Kim

Online collision-free trajectory generation within a shared workspace is fundamental for most multi-robot applications. However, many widely-used methods based on model predictive control (MPC) lack theoretical guarantees on the feasibility…

机器人学 · 计算机科学 2024-04-10 Yuda Chen , Meng Guo , Zhongkui Li

Intersections are essential road infrastructures for traffic in modern metropolises. However, they can also be the bottleneck of traffic flows as a result of traffic incidents or the absence of traffic coordination mechanisms such as…

机器学习 · 计算机科学 2024-11-05 Dawei Wang , Weizi Li , Lei Zhu , Jia Pan

In this paper we develop a Lagrangian Inertial Centroidal Voronoi Particle (LICVP) method to extend the original CVP method \cite{fu2017physics} to dynamic load balancing in particle-based simulations. Two new concepts are proposed to…

计算物理 · 物理学 2019-06-26 Zhe Ji , Lin Fu , Xiangyu Y. Hu , Nikolaus A. Adams

In this paper, we establish a decentralized optimal control framework for connected and automated vehicles (CAVs) crossing multiple adjacent, multi-lane signal-free intersections to minimize energy consumption and improve traffic…

最优化与控制 · 数学 2022-04-18 Behdad Chalaki , Andreas A. Malikopoulos

The recent proliferation of the research on multi-agent deep reinforcement learning (MDRL) offers an encouraging way to coordinate multiple connected and automated vehicles (CAVs) to pass the intersection. In this paper, we apply a value…

机器人学 · 计算机科学 2022-11-17 Zihan Guo , Yan Wu , Lifang Wang , Junzhi Zhang

Visual inertial odometry (VIO) is widely used for the state estimation of multicopters, but it may function poorly in environments with few visual features or in overly aggressive flights. In this work, we propose a perception-aware…

机器人学 · 计算机科学 2022-08-02 Xiangyu Wu , Shuxiao Chen , Koushil Sreenath , Mark W. Mueller

Recent work in decentralized, schedule-driven traffic control has demonstrated the ability to improve the efficiency of traffic flow in complex urban road networks. In this approach, a scheduling agent is associated with each intersection.…

人工智能 · 计算机科学 2019-07-04 Hsu-Chieh Hu , Stephen F. Smith

In this paper we study the problem of steering a team of Unmanned Aerial Vehicles (UAVs) toward a static configuration which maximizes the visibility of a 3D environment. The UAVs are assumed to be equipped with visual sensors constrained…

机器人学 · 计算机科学 2019-01-31 Alessandro Renzaglia , Jilles Dibangoye , Vincent Le Doze , Olivier Simonin

Collision avoidance algorithms are of central interest to many drone applications. In particular, decentralized approaches may be the key to enabling robust drone swarm solutions in cases where centralized communication becomes…

机器人学 · 计算机科学 2022-02-21 Ramzi Ourari , Kai Cui , Ahmed Elshamanhory , Heinz Koeppl

Fixed-wing Unmanned Aerial Vehicles (UAVs) are one of the most commonly used platforms for the burgeoning Low-altitude Economy (LAE) and Urban Air Mobility (UAM), due to their long endurance and high-speed capabilities. Classical obstacle…

机器人学 · 计算机科学 2024-11-28 Haochen Chai , Meimei Su , Yang Lyu , Zhunga Liu , Chunhui Zhao , Quan Pan

Research on crowd simulation has important and wide range of applications. The main difficulty is how to lead all particles with a same and simple rule, especially when particles are numerous. In this paper, we firstly propose a two…

数值分析 · 数学 2022-09-08 Tianlu Chen , Chang Yang , Léon Matar Tine , Zhichang Guo