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The intelligent interaction model based on large models reduces the differences in user experience across various system platforms but faces challenges in multi-agent collaboration and resource sharing. To demonstrate a uniform user…

Multiagent Systems · Computer Science 2024-08-12 Zhao Zhuo , Rongzhen Li , Kai Liu , Huhai Zou , KaiMao Li , Jie Yu , Tianhao Sun , Qingbo Wu

Control systems on unmanned vehicles are safety-critical systems whose requirements on reliability and safety are ever-increasing. Currently, testing a complex autonomous control system is an expensive and time-consuming process, which…

Systems and Control · Electrical Eng. & Systems 2019-08-08 Xunhua Dai , Chenxu Ke , Quan Quan , Kai-Yuan Cai

The Robot Operating System (ROS) is one of the most popular middleware for developing robot applications, but it is subject to major shortcomings when applied to real-time robotic systems in safety-critical environments. For this reason,…

Logic in Computer Science · Computer Science 2025-01-10 Jahid Chowdhury Choton , Lipsy Gupta , Pavithra Prabhakar

Abstract. Fixed wing and multirotor UAVs are common in the field of robotics. Solutions for simulation and control of these vehicles are ubiquitous. This is not the case for airships, a simulation of which needs to address unique…

Robotics · Computer Science 2022-09-28 Eric Price , Yu Tang Liu , Michael J. Black , Aamir Ahmad

Multi-agent systems (MAS) powered by Large Language Models (LLMs) have been demonstrated to push the boundaries of LLM capabilities, yet they often incur significant costs and face challenges in dynamic LLM selection. Current LLM routing…

Machine Learning · Computer Science 2025-02-18 Yanwei Yue , Guibin Zhang , Boyang Liu , Guancheng Wan , Kun Wang , Dawei Cheng , Yiyan Qi

This article presents a novel multi-agent spatial transformer (MAST) for learning communication policies in large-scale decentralized and collaborative multi-robot systems (DC-MRS). Challenges in collaboration in DC-MRS arise from: (i)…

Robotics · Computer Science 2025-09-23 Damian Owerko , Frederic Vatnsdal , Saurav Agarwal , Vijay Kumar , Alejandro Ribeiro

In this experimental work, we implement the control design from our earlier work on a swarm of Crazyflie 2.1 quad-copters by deriving the original control in terms of variables that are available to the user in this practical system. A…

Systems and Control · Electrical Eng. & Systems 2024-02-01 Gaurav Singh Bhati , KKN Shyam Sathvik , Anuj Patil , Anoop Jain

An unmanned surface vehicle (USV) can perform complex missions by continuously observing the state of its surroundings and taking action toward a goal. A SWARM of USVs working together can complete missions faster, and more effectively than…

Robotics · Computer Science 2024-09-02 Shrudhi R S , Sreyash Mohanty , Susan Elias

In this survey, we review the recent advances in control design methods for robotic multi-agent systems (MAS), focussing on learning-based methods with safety considerations. We start by reviewing various notions of safety and liveness…

Robotics · Computer Science 2023-11-27 Kunal Garg , Songyuan Zhang , Oswin So , Charles Dawson , Chuchu Fan

We present Scalable Multi-Agent Realistic Testbed (SMART), a realistic and efficient software tool for evaluating Multi-Agent Path Finding (MAPF) algorithms. MAPF focuses on planning collision-free paths for a group of robots. While…

Search and rescue, wildfire monitoring, and flood/hurricane impact assessment are mission-critical services for recent IoT networks. Communication synchronization, dependability, and minimal communication jitter are major simulation and…

Robotics · Computer Science 2023-09-07 Emon Dey , Mikolaj Walczak , Mohammad Saeid Anwar , Nirmalya Roy

As integrated sensing and communication (ISAC) capabilities become more prevalent in the mobile 6G radio landscape, there is a substantial opportunity to enhance situational awareness across diverse applications through multi-static radar…

Multi-robot manipulation tasks involve various control entities that can be separated into dynamically independent parts. A typical example of such real-world tasks is dual-arm manipulation. Learning to naively solve such tasks with…

Robotics · Computer Science 2022-11-30 Elie Aljalbout , Maximilian Karl , Patrick van der Smagt

Flocking behavior has attracted considerable attention in multi-agent systems. The structure of flocking has been predominantly studied through the application of artificial potential fields coupled with velocity consensus. These…

Optimization and Control · Mathematics 2020-08-21 Logan E. Beaver , Chris Kroninger , Andreas A. Malikopoulos

Research on sixth-generation (6G) integrated sensing and communication (ISAC) increasingly depends on multimodal datasets. These datasets need to jointly characterize wireless propagation, onboard sensing, and platform mobility. Existing…

Signal Processing · Electrical Eng. & Systems 2026-05-14 Kang Yan , Yuqi Cao , Jiaqi Li , Luping Xiang , Kun Yang

Development of applications related to closed-loop control requires either testing on the field or on a realistic simulator, with the latter being more convenient, inexpensive, safe, and leading to shorter development cycles. To address…

The Multi-Agent Oriented Programming (MAOP) paradigm provides abstractions to model and implements entities of agents, as well as of their organisations and environments. In recent years, researchers have started to explore the integration…

Multiagent Systems · Computer Science 2020-06-11 Cleber Jorge Amaral , Jomi Fred Hübner , Timotheus Kampik

Robotic simulators are crucial for academic research and education as well as the development of safety-critical applications. Reinforcement learning environments -- simple simulations coupled with a problem specification in the form of a…

Robotics · Computer Science 2021-07-27 Jacopo Panerati , Hehui Zheng , SiQi Zhou , James Xu , Amanda Prorok , Angela P. Schoellig

This paper reports a new hierarchical architecture for modeling autonomous multi-robot systems (MRSs): a nonlinear dynamical opinion process is used to model high-level group choice, and multi-objective behavior optimization is used to…

Robotics · Computer Science 2024-10-22 Tyler M. Paine , Michael R. Benjamin

Collaborative logistics has been widely recognised as an effective avenue to reduce carbon emissions by enhanced truck utilisation and reduced travel distance. However, stakeholders' participation in collaborations is hindered by…

Multiagent Systems · Computer Science 2025-02-13 Liming Xu , Stephen Mak , Stefan Schoepf , Michael Ostroumov , Alexandra Brintrup