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相关论文: Decentralized Control of Large Collaborative Swarm…

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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

Most algorithms for decentralized learning employ a consensus or diffusion mechanism to drive agents to a common solution of a global optimization problem. Generally this takes the form of linear averaging, at a rate of contraction…

最优化与控制 · 数学 2024-06-07 Aaron Fainman , Stefan Vlaski

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

Decentralized control of mobile robotic sensor networks is a fundamental problem in robotics that has attracted intensive research in recent decades. Most of the existing works dealt with two-dimensional spaces. This report is concerned…

最优化与控制 · 数学 2016-06-02 Vali Nazarzehi

The analysis and control of large-population systems is of great interest to diverse areas of research and engineering, ranging from epidemiology over robotic swarms to economics and finance. An increasingly popular and effective approach…

多智能体系统 · 计算机科学 2022-09-09 Kai Cui , Anam Tahir , Gizem Ekinci , Ahmed Elshamanhory , Yannick Eich , Mengguang Li , Heinz Koeppl

Robot swarms offer the potential to bring several advantages to the real-world applications but deploying them presents challenges in ensuring feasibility across diverse environments. Assessing the feasibility of new tasks for swarms is…

机器人学 · 计算机科学 2024-05-14 Samratul Fuady , Danesh Tarapore , Shoaib Ehsan , Mohammad D. Soorati

Collective motion in animal groups provide examples of emergent, decentralised coordination. Here, we examine a bottom-up model of collective behavior based on Future State Maximisation (FSM). In this model agents seek to maximise the…

物理与社会 · 物理学 2026-01-22 Sam Turley , Matthew Turner

This paper presents a novel approach that allows a swarm of heterogeneous robots to produce simultaneously segregative and flocking behaviors using only local sensing. These behaviors have been widely studied in swarm robotics and their…

机器人学 · 计算机科学 2021-04-23 Paulo Rezeck , Renato M. Assuncao , Luiz Chaimowicz

The population control problem is a parameterised problem where a controller sends messages to a whole population of identical finite-state agents, aiming to eventually move them all into a target state. The decision problem asks whether…

最优化与控制 · 数学 2026-02-11 Hugo Gimbert , Corto Mascle , Patrick Totzke

The self-organizing behavior of swarms of inter- acting particles or agents is a topic of intense research in fields extending from biology to physics and robotics. In this paper, we carry out a systematic study of how the stable…

斑图形成与孤子 · 物理学 2015-03-02 Klimka Szwaykowska , Christoffer Heckman , Luis Mier-y-Teran-Romero , Ira B. Schwartz

Swarms are highly robust systems that offer unique benefits compared to their alternatives. In this work, we propose a bio-inspired and artificial potential field-driven robot swarm control method, where the swarm formation dynamics are…

机器人学 · 计算机科学 2020-10-23 Malintha Fernando , Lantao Liu

The distributed flocking control of collective aerial vehicles has extraordinary advantages in scalability and reliability, \emph{etc.} However, it is still challenging to design a reliable, efficient, and responsive flocking algorithm. In…

多智能体系统 · 计算机科学 2023-06-07 Guobin Zhu , Shanwei Fan , Qingrui Zhang

We consider the setting where a team of robots is tasked with tracking multiple targets with the following property: approaching the targets enables more accurate target position estimation, but also increases the risk of sensor failures.…

机器人学 · 计算机科学 2022-10-18 Jiazhen Liu , Lifeng Zhou , Ragesh Ramachandran , Gaurav S. Sukhatme , Vijay Kumar

We propose a general framework for creating parameterized control schemes for decentralized multi-robot systems. A variety of tasks can be seen in the decentralized multi-robot literature, each with many possible control schemes. For…

机器人学 · 计算机科学 2022-03-24 Stephen Jacobs , R. Michael Butts , Yu Gu , Ali Baheri , Guilherme A. S. Pereira

Development of guidance, navigation and control frameworks/algorithms for swarms attracted significant attention in recent years. That being said, algorithms for planning swarm allocations/trajectories for engaging with enemy swarms is…

人工智能 · 计算机科学 2022-12-07 Umut Demir , A. Sadik Satir , Gulay Goktas Sever , Cansu Yikilmaz , Nazim Kemal Ure

State estimation is a fundamental requirement in robotics, where the accurate determination of a robot's state is essential for stable operation despite inherent process disturbances and sensor noise. Traditionally, this is achieved through…

机器人学 · 计算机科学 2026-04-21 Phunyapa Suksomboon , Paulo Garcia

Any strategy used to distribute a robot ensemble over a set of sequential tasks is subject to inaccuracy due to robot-level uncertainties and environmental influences on the robots' behavior. We approach the problem of inaccuracy during…

机器人学 · 计算机科学 2022-12-21 Thales C. Silva , Victoria Edwards , M. Ani Hsieh

This paper introduces a novel decentralized implementation of a continuification-based strategy to control the density of large-scale multi-agent systems on the unit circle. While continuification methods effectively address micro-to-macro…

系统与控制 · 电气工程与系统科学 2025-11-27 Beniamino Di Lorenzo , Gian Carlo Maffettone , Mario di Bernardo

The task of searching for and tracking of multiple targets is a challenging one. However, most works in this area do not consider evasive targets that move faster than the agents comprising the multi-robot system. This is due to the…

多智能体系统 · 计算机科学 2022-07-19 Hian Lee Kwa , Jabez Leong Kit , Roland Bouffanais

This research investigates decentralized control of mobile robots specifically for coverage problems. There are different approaches associated with decentralized control strategy for coverage control problems. We perform a comparative…

机器人学 · 计算机科学 2016-09-30 Waqqas Ahmad