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We study a modular approach to tackle long-horizon mobile manipulation tasks for object rearrangement, which decomposes a full task into a sequence of subtasks. To tackle the entire task, prior work chains multiple stationary manipulation…

机器人学 · 计算机科学 2022-09-08 Jiayuan Gu , Devendra Singh Chaplot , Hao Su , Jitendra Malik

This paper presents a manipulation planning algorithm for robots to reorient objects. It automatically finds a sequence of robot motion that manipulates and prepares an object for specific tasks. Examples of the preparatory manipulation…

机器人学 · 计算机科学 2018-12-11 Weiwei Wan , Kensuke Harada , Fumio Kanehiro

Multi-robot systems enhance efficiency and productivity across various applications, from manufacturing to surveillance. While single-robot motion planning has improved by using databases of prior solutions, extending this approach to…

机器人学 · 计算机科学 2024-11-14 Irving Solis , James Motes , Mike Qin , Marco Morales , Nancy M. Amato

Multi-task learning of deformable object manipulation is a challenging problem in robot manipulation. Most previous works address this problem in a goal-conditioned way and adapt goal images to specify different tasks, which limits the…

机器人学 · 计算机科学 2024-01-30 Yuhong Deng , Kai Mo , Chongkun Xia , Xueqian Wang

Multi-robot systems of increasing size and complexity are used to solve large-scale problems, such as area exploration and search and rescue. A key decision in human-robot teaming is dividing a multi-robot system into teams to address…

机器人学 · 计算机科学 2020-04-09 Brian Reily , Christopher Reardon , Hao Zhang

This paper presents a task and motion planning (TAMP) framework for a robotic manipulator in order to retrieve a target object from clutter. We consider a configuration of objects in a confined space with a high density so no collision-free…

机器人学 · 计算机科学 2020-03-26 Changjoo Nam , Jinhwi Lee , Sang Hun Cheong , Brian Y. Cho , ChangHwan Kim

This paper presents a sampling-based motion planning framework that leverages the geometry of obstacles in a workspace as well as prior experiences from motion planning problems. Previous studies have demonstrated the benefits of utilizing…

机器人学 · 计算机科学 2023-06-19 Keita Kobashi , Changhao Wang , Yu Zhao , Hsien-Chung Lin , Masayoshi Tomizuka

We propose a new formulation for the multi-robot task allocation problem that incorporates (a) complex precedence relationships between tasks, (b) efficient intra-task coordination, and (c) cooperation through the formation of robot…

机器人学 · 计算机科学 2025-09-19 Walker Gosrich , Saurav Agarwal , Kashish Garg , Siddharth Mayya , Matthew Malencia , Mark Yim , Vijay Kumar

Recent years have witnessed the great success of multi-agent systems (MAS). Value decomposition, which decomposes joint action values into individual action values, has been an important work in MAS. However, many value decomposition…

人工智能 · 计算机科学 2022-04-29 Yunpeng Bai , Chen Gong , Bin Zhang , Guoliang Fan , Xinwen Hou , Yu Liu

This work proposes a novel multi-robot task allocation framework for robots that can switch between multiple modes, e.g., flying, driving, or walking. We first provide a method to encode the multi-mode property of robots as a graph, where…

机器人学 · 计算机科学 2025-03-18 Takumi Ito , Riku Funada , Mitsuji Sampei , Gennaro Notomista

We address the problem of visually guided rearrangement planning with many movable objects, i.e., finding a sequence of actions to move a set of objects from an initial arrangement to a desired one, while relying on visual inputs coming…

机器人学 · 计算机科学 2020-04-02 Yann Labbé , Sergey Zagoruyko , Igor Kalevatykh , Ivan Laptev , Justin Carpentier , Mathieu Aubry , Josef Sivic

One of the challenges of full autonomy is to have a robot capable of manipulating its current environment to achieve another environment configuration. This paper is a step towards this challenge, focusing on the visual understanding of the…

机器人学 · 计算机科学 2020-11-24 Guilherme Maeda , Joni Väätäinen , Hironori Yoshida

Planning for robotic manipulation requires reasoning about the changes a robot can affect on objects. When such interactions can be modelled analytically, as in domains with rigid objects, efficient planning algorithms exist. However, in…

机器人学 · 计算机科学 2019-05-14 Angelina Wang , Thanard Kurutach , Kara Liu , Pieter Abbeel , Aviv Tamar

In many robotic manipulation scenarios, robots often have to perform highly-repetitive tasks in structured environments e.g. sorting mail in a mailroom or pick and place objects on a conveyor belt. In this work we are interested in settings…

机器人学 · 计算机科学 2019-04-15 Fahad Islam , Oren Salzman , Maxim Likhachev

In this letter, we propose an efficient and highly versatile loco-manipulation planning for humanoid robots. Loco-manipulation planning is a key technological brick enabling humanoid robots to autonomously perform object transportation by…

机器人学 · 计算机科学 2025-05-30 Masaki Murooka , Iori Kumagai , Mitsuharu Morisawa , Fumio Kanehiro , Abderrahmane Kheddar

Task and Motion Planning combines high-level task sequencing (what to do) with low-level motion planning (how to do it) to generate feasible, collision-free execution plans. However, in many real-world domains, such as automated warehouses,…

机器人学 · 计算机科学 2026-03-20 Elisa Tosello , Arthur Bit-Monnot , Davide Lusuardi , Alessandro Valentini , Andrea Micheli

We present a framework for deformable object manipulation that interleaves planning and control, enabling complex manipulation tasks without relying on high-fidelity modeling or simulation. The key question we address is when should we use…

机器人学 · 计算机科学 2020-08-31 Dale McConachie , Andrew Dobson , Mengyao Ruan , Dmitry Berenson

Daily tasks require us to use our whole body to manipulate objects, for instance when our hands are unavailable. We consider the issue of providing humanoid robots with the ability to autonomously perform similar whole-body manipulation…

机器人学 · 计算机科学 2025-10-28 Victor Levé , João Moura , Sachiya Fujita , Tamon Miyake , Steve Tonneau , Sethu Vijayakumar

Automation applications are pushing the deployment of many high DoF manipulators in warehouse and manufacturing environments. This has motivated many efforts on optimizing manipulation tasks involving a single arm. Coordinating multiple…

机器人学 · 计算机科学 2019-05-09 Rahul Shome , Kostas E. Bekris

We consider task allocation for multi-object transport using a multi-robot system, in which each robot selects one object among multiple objects with different and unknown weights. The existing centralized methods assume the number of…

机器人学 · 计算机科学 2022-12-07 Kazuki Shibata , Tomohiko Jimbo , Tadashi Odashima , Keisuke Takeshita , Takamitsu Matsubara