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In this paper, we propose SwarmNet -- a neural network architecture that can learn to predict and imitate the behavior of an observed swarm of agents in a centralized manner. Tested on artificially generated swarm motion data, the network…

神经与进化计算 · 计算机科学 2020-11-04 Siyu Zhou , Mariano Phielipp , Jorge A. Sefair , Sara I. Walker , Heni Ben Amor

With the recent advances in machine learning, creating agents that behave realistically in simulated air combat has become a growing field of interest. This survey explores the application of machine learning techniques for modeling air…

机器学习 · 计算机科学 2025-10-08 Patrick Ribu Gorton , Andreas Strand , Karsten Brathen

In multi-robot systems (MRS), cooperative localization is a crucial task for enhancing system robustness and scalability, especially in GPS-denied or communication-limited environments. However, adversarial attacks, such as sensor…

机器人学 · 计算机科学 2025-07-10 Tohid Kargar Tasooji , Ramviyas Parasuraman

In this paper we propose an application of adaptive synchronization of chaos to detect changes in the topology of a mobile robotic network. We assume that the network may evolve in time due to the relative motion of the mobile robots and…

适应与自组织系统 · 物理学 2015-06-17 Nicola Bezzo , Patricio J. Cruz Davalos , Francesco Sorrentino , Rafael Fierro

To perform cooperative tasks in a decentralized manner, multi-robot systems are often required to communicate with each other. Therefore, maintaining the communication graph connectivity is a fundamental issue when roaming a territory with…

多智能体系统 · 计算机科学 2014-12-02 Vinícius A. Battagello , Carlos H. C. Ribeiro

This paper investigates the role of communication in improving coordination within robot swarms, focusing on a paradigm where learning and execution occur simultaneously in a decentralized manner. We highlight the role communication can…

We consider a cellular massive MIMO system where swarms of wireless repeaters are deployed to improve coverage. These repeaters are full-duplex relays with small form factors that receive and instantaneously retransmit signals. They can be…

信息论 · 计算机科学 2026-01-09 Jianan Bai , Anubhab Chowdhury , Anders Hansson , Erik G. Larsson

In socially assistive robotics, an important research area is the development of adaptation techniques and their effect on human-robot interaction. We present a meta-learning based policy gradient method for addressing the problem of…

机器人学 · 计算机科学 2019-08-13 Yuan Gao , Elena Sibirtseva , Ginevra Castellano , Danica Kragic

Collective decision-making is an essential capability of large-scale multi-robot systems to establish autonomy on the swarm level. A large portion of literature on collective decision-making in swarm robotics focuses on discrete decisions…

机器人学 · 计算机科学 2023-09-28 Mohsen Raoufi , Pawel Romanczuk , Heiko Hamann

Robotic swarms are decentralized multi-robot systems whose members use local information from proximal neighbors to execute simple reactive control laws that result in emergent collective behaviors. In contrast, members of a general…

机器人学 · 计算机科学 2018-02-27 Gabriel Arpino , Kyle Morris , Sasanka Nagavalli , Katia Sycara

In this paper, we consider two coupled problems for distributed multi-robot systems (MRSs) coordinating with limited field of view (FOV) sensors: adaptive tuning of interaction gains and rejection of sensor attacks. First, a typical…

机器人学 · 计算机科学 2021-12-21 Pratik Mukherjee , Matteo Santilli , Andrea Gasparri , Ryan K. Williams

A robotic swarm that is required to operate for long periods in a potentially unknown environment can use both evolution and individual learning methods in order to adapt. However, the role played by the environment in influencing the…

神经与进化计算 · 计算机科学 2018-04-23 Andreas Steyven , Emma Hart , Ben Paechter

Animal and robotic collective behaviours can exhibit complex dynamics that require multi-level descriptions. Here, we are interested in developing a multi-level modeling framework for the use of robots in studies about animal collective…

适应与自组织系统 · 物理学 2019-02-12 Leo Cazenille , Nicolas Bredeche , José Halloy

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

As mission- and safety-critical wireless applications grow in complexity and diversity, next-generation wireless systems must meet increasingly stringent and multifaceted requirements. These systems demand resilience along with enhanced…

信息论 · 计算机科学 2025-10-29 Yasemin Karacora , Christina Chaccour , Aydin Sezgin , Walid Saad

The deployment of unmanned aerial vehicle (UAV) swarm-assisted communication networks has become an increasingly vital approach for remediating coverage limitations in infrastructure-deficient environments, with especially pressing…

机器学习 · 计算机科学 2025-09-30 Tianjiao Sun , Ningyan Guo , Haozhe Gu , Yanyan Peng , Zhiyong Feng

The future sixth generation (6G) of communication systems is envisioned to provide numerous applications in safety-critical contexts, e.g., driverless traffic, modular industry, and smart cities, which require outstanding performance, high…

信息论 · 计算机科学 2023-10-26 Robert-Jeron Reifert , Stefan Roth , Alaa Alameer Ahmad , Aydin Sezgin

Swarming patterns that emerge from the interaction of many mobile agents are a subject of great interest in fields ranging from biology to physics and robotics. In some application areas, multiple swarms effectively interact and collide,…

斑图形成与孤子 · 物理学 2021-06-09 Jason Hindes , Victoria Edwards , M. Ani Hsieh , Ira B. Schwartz

Empirical evidence suggesting that living systems might operate in the vicinity of critical points, at the borderline between order and disorder, has proliferated in recent years, with examples ranging from spontaneous brain activity to…

In this paper we consider the problem of controlling the dynamic behavior of a multi-robot system while interacting with the environment. In particular, we propose a general methodology that, by means of locally scaling inter-robot coupling…

机器人学 · 计算机科学 2018-01-04 Lorenzo Sabattini , Cristian Secchi , Cesare Fantuzzi