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Microrobotics has the potential to revolutionize many applications including targeted material delivery, assembly, and surgery. The same properties that promise breakthrough solutions---small size and large populations---present unique…

机器人学 · 计算机科学 2017-06-08 Shiva Shahrokhi , Lillian Lin , Chris Ertel , Mable Wan , Aaron T. Becker

In robotics, data acquisition often plays a key part in unknown environment exploration. For example, storing information about the topography of the explored terrain or the natural dangers in the environment can inform the decision-making…

机器人学 · 计算机科学 2022-01-06 Samuel Arseneault , David Vielfaure , Giovanni Beltrame

Decentralized coordination of a robot swarm requires addressing the tension between local perceptions and actions, and the accomplishment of a global objective. In this work, we propose to learn decentralized controllers based on solely raw…

系统与控制 · 电气工程与系统科学 2020-12-11 Ting-Kuei Hu , Fernando Gama , Tianlong Chen , Zhangyang Wang , Alejandro Ribeiro , Brian M. Sadler

This paper introduces a novel bio-mimetic approach for distributed control of robotic swarms, inspired by the collective behaviors of swarms in nature such as schools of fish and flocks of birds. The agents are assumed to have limited…

多智能体系统 · 计算机科学 2024-05-24 Yigal Koifman , Ariel Barel , Alfred M. Bruckstein

Controlling and coordinating urban traffic flow through robot vehicles is emerging as a novel transportation paradigm for the future. While this approach garners growing attention from researchers and practitioners, effectively managing and…

机器人学 · 计算机科学 2023-11-21 Dawei Wang , Weizi Li , Jia Pan

When a large number of robots try to reach a common area, congestions happen, causing severe delays. To minimise congestion in a robotic swarm system, traffic control algorithms must be employed in a decentralised manner. Based on…

机器人学 · 计算机科学 2022-08-24 Yuri Tavares dos Passos , Xavier Duquesne , Leandro Soriano Marcolino

In this paper, we extended previous studies of cooperating autonomous robots to include situations when environmental changes and changes in the number of robots in the swarm can affect the efficiency to execute tasks assigned to the swarm…

机器人学 · 计算机科学 2019-01-04 Bogdan Czejdo , Wiktor B. Daszczuk , Waldemar Grabski , Sambit Bhattacharya

Many new methodologies for the control of large-scale multi-agent systems are based on macroscopic representations of the emerging system dynamics, in the form of continuum approximations of large ensembles. These techniques, that are…

机器人学 · 计算机科学 2024-07-16 Gian Carlo Maffettone , Lorenzo Liguori , Eduardo Palermo , Mario di Bernardo , Maurizio Porfiri

We introduce the rigorous limit process connecting finite dimensional sparse optimal control problems with ODE constraints, modeling parsimonious interventions on the dynamics of a moving population divided into leaders and followers, to an…

最优化与控制 · 数学 2015-06-18 Massimo Fornasier , Benedetto Piccoli , Francesco Rossi

When designing swarm-robotic systems, systematic comparison of algorithms from different domains is necessary to determine which is capable of scaling up to handle the target problem size and target operating conditions. We propose a set of…

机器人学 · 计算机科学 2019-07-10 John Harwell , Maria Gini

In this work, we design distributed control laws for spatial self-organization of multi-agent swarms in 1D and 2D spatial domains. The objective is to achieve a desired density distribution over a simply-connected spatial domain. Since…

最优化与控制 · 数学 2018-08-15 Vishaal Krishnan , Sonia Martínez

In densely-packed robot swarms operating in confined regions, spatial interference -- which manifests itself as a competition for physical space -- forces robots to spend more time navigating around each other rather than performing the…

机器人学 · 计算机科学 2019-03-12 Siddharth Mayya , Pietro Pierpaoli , Magnus Egerstedt

Effective collective decision-making in swarm robotics often requires balancing exploration, communication and individual uncertainty estimation, especially in hazardous environments where direct measurements are limited or costly. We…

机器人学 · 计算机科学 2025-12-01 Gabriel Aguirre , Simay Atasoy Bingöl , Heiko Hamann , Jonas Kuckling

Emergent properties in distributed systems arise due to timing unpredictability; asynchronous state evolution within each sub-system may lead the macro-system to faulty meta-states. Empirical validation of correctness is often prohibitively…

机器人学 · 计算机科学 2025-09-23 Tinapat Limsila , Mehul Sharma , Paulo Garcia

L\'{e}vy robotic systems combine superdiffusive random movement with emergent collective behaviour from local communication and alignment in order to find rare targets or track objects. In this article we derive macroscopic fractional PDE…

机器人学 · 计算机科学 2020-03-06 Gissell Estrada-Rodriguez , Heiko Gimperlein

An important goal for swarming research is to create methods for predicting, controlling and designing swarms, which produce collective dynamics that solve a problem through emergent and stable pattern formation, without the need for…

适应与自组织系统 · 物理学 2025-11-17 Jason Hindes , George Stantchev , Klimka Szwaykowska Kasraie , Ira B. Schwartz

Robot swarm is a hot spot in robotic research community. In this paper, we propose a decentralized framework for car-like robotic swarm which is capable of real-time planning in cluttered environments. In this system, path finding is guided…

机器人学 · 计算机科学 2023-07-06 Changjia Ma , Zhichao Han , Tingrui Zhang , Jingping Wang , Long Xu , Chengyang Li , Chao Xu , Fei Gao

Collaborating teams of robots show promise due in their ability to complete missions more efficiently and with improved robustness, attributes that are particularly useful for systems operating in marine environments. A key issue is how to…

机器人学 · 计算机科学 2025-11-05 Tyler M. Paine , Anastasia Bizyaeva , Michael R. Benjamin

A swarm robotic system consists of a team of robots performing cooperative tasks without any centralized coordination. In principle, swarms enable flexible and scalable solutions; however, designing individual control algorithms that can…

系统与控制 · 电气工程与系统科学 2022-07-15 Stefan Schupp , Francesco Leofante , Leander Behr , Erika Ábrahám , Armando Taccella

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