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We consider the trajectory replanning problem for a large-scale swarm in a cluttered environment. Our path planner replans for robots by utilizing a hierarchical approach, dividing the workspace, and computing collision-free paths for…

机器人学 · 计算机科学 2025-01-29 Lishuo Pan , Yutong Wang , Nora Ayanian

In this paper, a novel deep reinforcement learning (DRL)-based method is proposed to navigate the robot team through unknown complex environments, where the geometric centroid of the robot team aims to reach the goal position while avoiding…

机器人学 · 计算机科学 2019-07-04 Juntong Lin , Xuyun Yang , Peiwei Zheng , Hui Cheng

The importance of swarm robotics systems in both academic research and real-world applications is steadily increasing. However, to reach widespread adoption, new models that ensure the secure cooperation of large groups of robots need to be…

机器人学 · 计算机科学 2025-06-06 Eduardo Castelló Ferrer , Thomas Hardjono , Alex 'Sandy' Pentland , Marco Dorigo

Swarm robotic systems are mainly inspired by swarms of socials insects and the collective emergent behavior that arises from their cooperation at the lower lever. Despite the limited sensory ability, computational power, and communication…

系统与控制 · 计算机科学 2013-03-01 Wesam Elshamy

Large Language Models (LLMs) have advanced rapidly in recent years, demonstrating strong capabilities in problem comprehension and reasoning. Inspired by these developments, researchers have begun exploring the use of LLMs as decentralized…

机器人学 · 计算机科学 2025-05-13 Peihan Li , Lifeng Zhou

Legged locomotion is widespread in nature and has inspired the design of current robots. The controller of these legged robots is often realized as one centralized instance. However, in nature, control of movement happens in a hierarchical…

人工智能 · 计算机科学 2022-10-18 W. Zai El Amri , L. Hermes , M. Schilling

In this paper, we design algorithms to protect swarm-robotics applications against sensor denial-of-service (DoS) attacks on robots. We focus on applications requiring the robots to jointly select actions, e.g., which trajectory to follow,…

机器人学 · 计算机科学 2022-03-21 Lifeng Zhou , Vasileios Tzoumas , George J. Pappas , Pratap Tokekar

Decentralized swarm robotic solutions to searching for targets that emit a spatially varying signal promise task parallelism, time efficiency, and fault tolerance. It is, however, challenging for swarm algorithms to offer scalability and…

多智能体系统 · 计算机科学 2019-07-11 Payam Ghassemi , Souma Chowdhury

Teams of UGVs patrolling harsh and complex 3D environments can experience interference and spatial conflicts with one another. Neglecting the occurrence of these events crucially hinders both soundness and reliability of a patrolling…

机器人学 · 计算机科学 2019-06-25 Luigi Freda , Mario Gianni , Fiora Pirri , Abel Gawel , Renaud Dube , Roland Siegwart , Cesar Cadena

In the present work we address the problem of deploying a team of robots in a scenario where some locations of interest must be reached. Thus, a planning for a deployment is required, before sending the robots. The obstacles, the limited…

机器人学 · 计算机科学 2025-03-25 Yaroslav Marchukov , Luis Montano

Effective operation and seamless cooperation of robotic systems are a fundamental component of next-generation technologies and applications. In contexts such as disaster response, swarm operations require coordinated behavior and mobility…

多智能体系统 · 计算机科学 2024-04-03 Raffaele Galliera , Thies Möhlenhof , Alessandro Amato , Daniel Duran , Kristen Brent Venable , Niranjan Suri

The problem of robotic synchronisation and coordination is a long-standing one. Combining autonomous, computerised systems with unpredictable real-world conditions can have consequences ranging from poor performance to collisions and…

机器人学 · 计算机科学 2026-01-21 Kevin Quinn , Cormac Molloy , Harun Šiljak

We present a novel mission-planning strategy for heterogeneous multi-robot teams, taking into account the specific constraints and capabilities of each robot. Our approach employs hierarchical trees to systematically break down complex…

机器人学 · 计算机科学 2025-01-29 Piyush Gupta , David Isele , Enna Sachdeva , Pin-Hao Huang , Behzad Dariush , Kwonjoon Lee , Sangjae Bae

In this work, we present a novel distributed method for constructing an occupancy grid map of an unknown environment using a swarm of robots with global localization capabilities and limited inter-robot communication. The robots explore the…

机器人学 · 计算机科学 2020-06-19 Ragesh K. Ramachandran , Zahi Kakish , Spring Berman

Coordination of movement and configuration in robotic swarms is a challenging endeavor. Deciding when and where each individual robot must move is a computationally complex problem. The challenge is further exacerbated by difficulties…

机器人学 · 计算机科学 2025-11-17 Prab Prasertying , Paulo Garcia , Warisa Sritriratanarak

In this paper, we introduce a semi-decentralized control technique for a swarm of robots transporting a fragile object to a destination in an uncertain occluded environment.The proposed approach has been split into two parts. The initial…

机器人学 · 计算机科学 2022-09-14 Dibyendu Roy , Sreejeet Maity , Madhubanti Maitra , Samar Bhattacharya

The increasing popularity of cloud computing has resulted in a proliferation of data centers. Effective placement of data centers improves network performance and minimizes clients' perceived latency. The problem of determining the optimal…

网络与互联网体系结构 · 计算机科学 2018-02-06 Wuqiong Luo , Wee Peng Tay , Peng Sun , Yonggang Wen

In the present paper we develop a distributed method to reconnect a multi-robot team after connectivity failures, caused by unpredictable environment changes, i.e. appearance of new obstacles. After the changes, the team is divided into…

机器人学 · 计算机科学 2025-03-17 Yaroslav Marchukov , Luis Montano

Robot swarms are composed of many simple robots that communicate and collaborate to fulfill complex tasks. Robot controllers usually need to be specified by experts on a case-by-case basis via programming code. This process is…

机器人学 · 计算机科学 2024-10-31 Volker Strobel , Marco Dorigo , Mario Fritz

In decentralized optimization, nodes cooperate to minimize an overall objective function that is the sum (or average) of per-node private objective functions. Algorithms interleave local computations with communication among all or a subset…

最优化与控制 · 数学 2018-01-16 Angelia Nedić , Alex Olshevsky , Michael G. Rabbat