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The collective performance or capacity of collaborative autonomous systems such as a swarm of robots is jointly influenced by the morphology and the behavior of individual systems in that collective. In that context, this paper explores how…

机器人学 · 计算机科学 2024-06-25 Prajit KrisshnaKumar , Steve Paul , Hemanth Manjunatha , Mary Corra , Ehsan Esfahani , Souma Chowdhury

The collective operation of robots, such as unmanned aerial vehicles (UAVs) operating as a team or swarm, is affected by their individual capabilities, which in turn is dependent on their physical design, aka morphology. However, with the…

机器人学 · 计算机科学 2022-09-28 Chen Zeng , Prajit KrisshnaKumar , Jhoel Witter , Souma Chowdhury

Designing multi-agent robotic systems requires reasoning across tightly coupled decisions spanning heterogeneous domains, including robot design, fleet composition, and planning. Much effort has been devoted to isolated improvements in…

机器人学 · 计算机科学 2026-04-24 Maximilian Stralz , Meshal Alharbi , Yujun Huang , Gioele Zardini

Multi-robot systems are increasingly deployed in applications, such as intralogistics or autonomous delivery, where multiple robots collaborate to complete tasks efficiently. One of the key factors enabling their efficient cooperation is…

机器人学 · 计算机科学 2025-08-28 Maryam Kazemi Eskeri , Ville Kyrki , Dominik Baumann , Tomasz Piotr Kucner

Efficient multi-robot task allocation (MRTA) is fundamental to various time-sensitive applications such as disaster response, warehouse operations, and construction. This paper tackles a particular class of these problems that we call…

多智能体系统 · 计算机科学 2023-08-21 Steve Paul , Wenyuan Li , Brian Smyth , Yuzhou Chen , Yulia Gel , Souma Chowdhury

Morphological computing, the use of the physical design of a robot to ease the realization of a given task has been proven to be a relevant concept in the context of swarm robotics. Here we demonstrate both experimentally and numerically,…

软凝聚态物质 · 物理学 2026-01-13 Jeremy Fersula , Nicolas Bredeche , Olivier Dauchot

Robotic performance emerges from the coupling of body and controller, yet it remains unclear when morphology-control co-design is necessary. We present a unified framework that embeds morphology and control parameters within a single neural…

神经与进化计算 · 计算机科学 2025-10-10 Yi Zhang , Yue Xie , Tao Sun , Fumiya Iida

We propose a decentralized, learning-based framework for dynamic coalition formation in Multi-Robot Task Allocation (MRTA). Our approach extends MAPPO by integrating spatial action maps, robot motion planning, intention sharing, and task…

机器人学 · 计算机科学 2025-07-18 Lucas C. D. Bezerra , Ataíde M. G. dos Santos , Shinkyu Park

In robotics, structural design and behavior optimization have long been considered separate processes, resulting in the development of systems with limited capabilities. Recently, co-design methods have gained popularity, where bi-level…

机器人学 · 计算机科学 2025-07-02 Rohit Kumar , Melya Boukheddimi , Dennis Mronga , Shivesh Kumar , Frank Kirchner

Designing robots by hand can be costly and time consuming, especially if the robots have to be created with novel materials, or be robust to internal or external changes. In order to create robots automatically, without the need for human…

神经与进化计算 · 计算机科学 2021-04-08 Emma Hjellbrekke Stensby , Kai Olav Ellefsen , Kyrre Glette

Multiple robotic systems, working together, can provide important solutions to different real-world applications (e.g., disaster response), among which task allocation problems feature prominently. Very few existing decentralized…

多智能体系统 · 计算机科学 2020-07-28 Payam Ghassemi , David DePauw , Souma Chowdhury

The design and control of winged aircraft and drones is an iterative process aimed at identifying a compromise of mission-specific costs and constraints. When agility is required, shape-shifting (morphing) drones represent an efficient…

This paper investigates the task coordination of multi-robot where each robot has a private individual temporal logic task specification; and also has to jointly satisfy a globally given collaborative temporal logic task specification. To…

机器人学 · 计算机科学 2021-08-30 Ruofei Bai , Ronghao Zheng , Meiqin Liu , Senlin Zhang

Humans and animals are capable of quickly learning new behaviours to solve new tasks. Yet, we often forget that they also rely on a highly specialized morphology that co-adapted with motor control throughout thousands of years. Although…

机器学习 · 计算机科学 2019-11-19 Kevin Sebastian Luck , Heni Ben Amor , Roberto Calandra

This work addresses the coordination problem of multiple robots with the goal of finding specific hazardous targets in an unknown area and dealing with them cooperatively. The desired behaviour for the robotic system entails multiple…

机器人学 · 计算机科学 2019-03-29 Nunzia Palmieri , Xin-She Yang , Floriano De Rango , Amilcare Francesco Santamaria

Coordinating a team of robots to reposition multiple objects in cluttered environments requires reasoning jointly about where robots should establish contact, how to manipulate objects once contact is made, and how to navigate safely and…

机器人学 · 计算机科学 2026-02-18 Yorai Shaoul , Zhe Chen , Mohamed Naveed Gul Mohamed , Federico Pecora , Maxim Likhachev , Jiaoyang Li

Co-designing a robot's morphology and control can ensure synergistic interactions between them, prevalent in biological organisms. However, co-design is a high-dimensional search problem. To make this search tractable, we need a systematic…

机器人学 · 计算机科学 2026-04-14 Apoorv Vaish , Oliver Brock

Increasing interest in integrating advanced robotics within manufacturing has spurred a renewed concentration in developing real-time scheduling solutions to coordinate human-robot collaboration in this environment. Traditionally, the…

机器人学 · 计算机科学 2020-06-30 Zheyuan Wang , Matthew Gombolay

The co-adaptation of robots has been a long-standing research endeavour with the goal of adapting both body and behaviour of a system for a given task, inspired by the natural evolution of animals. Co-adaptation has the potential to…

机器学习 · 计算机科学 2023-02-08 Chang Rajani , Karol Arndt , David Blanco-Mulero , Kevin Sebastian Luck , Ville Kyrki

Evolution sculpts both the body plans and nervous systems of agents together over time. In contrast, in AI and robotics, a robot's body plan is usually designed by hand, and control policies are then optimized for that fixed design. The…

人工智能 · 计算机科学 2017-12-14 Nick Cheney , Josh Bongard , Vytas SunSpiral , Hod Lipson
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