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Avoiding collisions is the core problem in multi-agent navigation. In decentralized settings, when agents have limited communication and sensory capabilities, collisions are typically avoided in a reactive fashion, relying on local…

多智能体系统 · 计算机科学 2021-07-02 Stepan Dergachev , Konstantin Yakovlev

In large-scale systems there are fundamental challenges when centralised techniques are used for task allocation. The number of interactions is limited by resource constraints such as on computation, storage, and network communication. We…

人工智能 · 计算机科学 2022-05-12 Niall Creech , Natalia Criado Pacheco , Simon Miles

In recent years, many efforts have been addressed on collision avoidance of collectively moving agents. In this paper, we propose a modified version of the Vicsek model with adaptive speed, which can guarantee the absence of collisions.…

数据分析、统计与概率 · 物理学 2009-04-03 Liqian Peng , Yang Zhao , Baomei Tian , Jue Zhang , Bing-Hong Wang , Hai-Tao Zhang , Tao Zhou

This paper presents a position-based flocking model for interacting agents, balancing cohesion-separation and alignment to achieve stable collective motion. The model modifies a position-velocity-based approach by approximating velocity…

多智能体系统 · 计算机科学 2025-08-08 Hossein B. Jond

We consider the problem of dynamically allocating tasks to multiple agents under time window constraints and task completion uncertainty. Our objective is to minimize the number of unsuccessful tasks at the end of the operation horizon. We…

机器人学 · 计算机科学 2020-07-28 Shushman Choudhury , Jayesh K. Gupta , Mykel J. Kochenderfer , Dorsa Sadigh , Jeannette Bohg

We describe a robust planning method for autonomous driving that mixes normal and adversarial agent predictions output by a diffusion model trained for motion prediction. We first train a diffusion model to learn an unbiased distribution of…

机器人学 · 计算机科学 2025-05-20 Albert Zhao , Stefano Soatto

Autonomous agents such as self-driving cars or parcel robots need to recognize and avoid possible collisions with obstacles in order to move successfully in their environment. Humans, however, have learned to predict movements intuitively…

机器学习 · 计算机科学 2020-11-30 Carsten Hahn , Sebastian Feld , Hannes Schroter

Autonomous multi-robot optical inspection systems are increasingly applied for obtaining inline measurements in process monitoring and quality control. Numerous methods for path planning and robotic coordination have been developed for…

机器人学 · 计算机科学 2021-06-16 Yinhua Liu , Wenzheng Zhao , Tim Lutz , Xiaowei Yue

In this paper, we study robust distributed sub-optimal coordination of linear agents subject to input nonlinearities. Inspired by the robust agreement literature, we formulate a bounded distributed sub-optimal coordination problem, in which…

系统与控制 · 电气工程与系统科学 2026-04-21 Takumi Namba

We address the problem of learning to assign prediction tasks to one agent from a set of available human or AI agents. In particular, we focus on the sequential learning of agent expertise and assignment policies where each agent is…

人机交互 · 计算机科学 2026-05-28 Shang Wu , Saatvik Kher , Padhraic Smyth

We propose a method for analyzing the distributed random coordinate descent algorithm for solving separable resource allocation problems in the context of an open multiagent system, where agents can be replaced during the process. In…

多智能体系统 · 计算机科学 2023-09-21 Charles Monnoyer de Galland , Renato Vizuete , Julien M. Hendrickx , Elena Panteley , Paolo Frasca

In this paper we consider the problem of navigation and motion control in an area densely populated with other agents. We propose an algorithm that, without explicit communication and based on the information it has, computes the best…

系统与控制 · 电气工程与系统科学 2020-08-28 Mario Santillo , Mrdjan Jankovic

This study presents a multi-agent negotiation-based framework to obtain collision-free paths while performing prescribed-time reach-avoid-stay (RAS) tasks for agents with unknown dynamics and bounded disturbance. By employing spatiotemporal…

系统与控制 · 电气工程与系统科学 2025-03-14 Mohd. Faizuddin Faruqui , Ratnangshu Das , Ravi Kumar L , Pushpak Jagtap

This paper addresses the motion planning problem for a team of aerial agents under high level goals. We propose a hybrid control strategy that guarantees the accomplishment of each agent's local goal specification, which is given as a…

机器人学 · 计算机科学 2016-10-05 Christos K. Verginis , Ziwei Xu , Dimos V. Dimarogonas

This paper addresses the problem of collaboratively satisfying long-term spatial constraints in multi-agent systems. Each agent is subject to spatial constraints, expressed as inequalities, which may depend on the positions of other agents…

系统与控制 · 电气工程与系统科学 2026-03-23 Farhad Mehdifar , Mani H. Dhullipalla , Charalampos P. Bechlioulis , Dimos V. Dimarogonas

Multi-Agent Path Finding (MAPF) has gained significant attention, with most research focusing on minimizing collisions and travel time. This paper also considers energy consumption in the path planning of automated guided vehicles (AGVs).…

机器人学 · 计算机科学 2025-10-30 Ahmad Kokhahi , Mary Kurz

Swarms of autonomous agents are useful in many applications due to their ability to accomplish tasks in a decentralized manner, making them more robust to failures. Due to the difficulty in running experiments with large numbers of hardware…

机器人学 · 计算机科学 2021-03-04 Chris Taylor , Cameron Nowzari

This paper addresses the problem of navigation control of a general class of uncertain nonlinear multi-agent systems in a bounded workspace of $\mathbb{R}^n$ with static obstacles. In particular, we propose a decentralized control protocol…

系统与控制 · 计算机科学 2019-09-05 Alexandros Filotheou , Alexandros Nikou , Dimos V. Dimarogonas

Decentralized collision avoidance remains challenging, particularly when agents do not communicate any information related to planned trajectories. Most existing approaches either rely on conservative coordination mechanisms or provide…

最优化与控制 · 数学 2026-05-12 Max Studt , Georg Schildbach

This article addresses the obstacle avoidance problem for setpoint stabilization and path-following tasks in complex dynamic 2D environments that go beyond conventional scenes with isolated convex obstacles. A combined motion planner and…

机器人学 · 计算机科学 2023-12-11 Albin Dahlin , Yiannis Karayiannidis